Processing-in-memory (PIM) devices

ABSTRACT

A method of performing a MAC arithmetic operation includes detecting error correction capability for first data when a command has a logic level combination for performing the MAC arithmetic operation; correcting an error, included in the first data, when the number of erroneous bits included in the first data is equal to or less than the error correction capability; and outputting, to a PIM controller, MAC calculation result data generated by performing the MAC arithmetic operation on the error-corrected first data.

CROSS-REFERENCE TO RELATED APPLICATIONS

This application is a continuation-in-part of U.S. patent application Ser. No. 17/149,591, filed on Jan. 14, 2021, which is a continuation-in-part of U.S. patent application Ser. No. 17/002,341, filed on Aug. 25, 2020, which claims priority to Korean Application No. 10-2019-0117098, filed on Sep. 23, 2019. Also, the U.S. patent application Ser. No. 17/149,591 claims the priority of U.S. Provisional Application Ser. No. 62/960,976, filed on Jan. 14, 2020. The disclosures of all of the above applications are incorporated herein by reference in their entirety.

BACKGROUND 1. Technical Field

Various embodiments of the disclosed technology relate to processing-in-memory (PIM) devices and methods of performing a multiplication/accumulation arithmetic operation in the PIM devices.

2. Related Art

Recently, interest in artificial intelligence (AI) has been increasing not only in the information technology industry but also in the financial and medical industries. Accordingly, in various fields, the artificial intelligence, more precisely, the introduction of deep learning is considered and prototyped. In general, techniques for effectively learning deep neural networks (DNNs) or deep networks having the increased layers as compared with general neural networks to utilize the deep neural networks (DNNs) or the deep networks in pattern recognition or inference are commonly referred to as the deep learning.

One of backgrounds or causes of this widespread interest may be due to the improved performance of a processor performing arithmetic operations. To improve the performance of the artificial intelligence, it may be necessary to increase the number of layers constituting a neural network in the artificial intelligence to educate the artificial intelligence. This trend has continued in recent years, which has led to an exponential increase in the amount of computation required for the hardware that actually does the computation. Moreover, if the artificial intelligence employs a general hardware system including a memory and a processor which are separated from each other, the performance of the artificial intelligence may be degraded due to limitation of the amount of data communication between the memory and the processor. In order to solve this problem, a PIM device in which a processor and a memory are integrated in one semiconductor chip has been used as a neural network computing device. Because the PIM device directly performs arithmetic operations in the PIM device, a data processing speed in the neural network may be improved.

SUMMARY

In an embodiment, a method of performing a MAC arithmetic operation may include: detecting error correction capability for first data when a command has a logic level combination for performing the MAC arithmetic operation; correcting an error, included in the first data, when the number of erroneous bits included in the first data is equal to or less than the error correction capability; and outputting, to a PIM controller, MAC calculation result data generated by performing the MAC arithmetic operation on the error-corrected first data.

In an embodiment, a method of performing a MAC arithmetic operation may include: detecting error correction capability for first data when a command has a logic level combination for performing the MAC arithmetic operation; storing error information on the first data when the number of erroneous bits included in the first data exceeds the error correction capability; and generating MAC calculation result data by performing the MAC arithmetic operation for the first data regardless of whether an error has occurred in the first data.

BRIEF DESCRIPTION OF THE DRAWINGS

Certain features of the disclosed technology are illustrated by various embodiments with reference to the attached drawings, in which:

FIG. 1 is a block diagram illustrating a PIM system according to the present disclosure.

FIG. 2 is a schematic diagram illustrating an example of a disposal structure between memory banks and multiplication/accumulation (MAC) operators included in a PIM device according to the present disclosure.

FIG. 3 is a schematic diagram illustrating an other example of a disposal structure between memory banks and MAC operators included in a PIM device according to the present disclosure.

FIG. 4 is a block diagram illustrating a configuration of a PIM device according to an embodiment of the present disclosure;

FIG. 5 is a block diagram illustrating a configuration of an error correction code (ECC) logic circuit included in a PIM device according to an embodiment of the present disclosure;

FIG. 6 illustrates a multiplication/accumulation (MAC) calculator included in a PIM device according to an embodiment of the present disclosure;

FIG. 7 illustrates a multiplying calculation executed by a multiplier included in a PIM device according to an embodiment of the present disclosure;

FIG. 8 illustrates one of multiplication result compensators included in a PIM device according to an embodiment of the present disclosure;

FIG. 9 is a block diagram illustrating a configuration of an output logic circuit included in a PIM device according to an embodiment of the present disclosure;

FIG. 10 is a block diagram illustrating a write operation performed in a memory mode of a PIM device according to an embodiment of the present disclosure;

FIG. 11 is a block diagram illustrating a read operation performed in a memory mode of a PIM device according to an embodiment of the present disclosure;

FIG. 12 is a flowchart illustrating a MAC operation performed in an MAC mode of a PIM device according to an embodiment of the present disclosure;

FIG. 13 is a block diagram illustrating a MAC operation performed in an MAC mode of a PIM device according to an embodiment of the present disclosure;

FIG. 14 illustrates an example of a multiplying calculation executed in an MAC mode of a PIM device according to an embodiment of the present disclosure;

FIG. 15 illustrates a process of the multiplying calculation shown in FIG. 14 ;

FIG. 16 is a block diagram illustrating a multiplication output compensation operation performed in the multiplication result compensator of FIG. 8 when no error occurs in the multiplying calculation of FIG. 14 ;

FIG. 17 is a block diagram illustrating an example of a multiplication output compensation operation performed in the multiplication result compensator of FIG. 8 when an error occurs in the multiplying calculation of FIG. 14 ;

FIG. 18 illustrates a process of an adding calculation of multiplication result data and shifted data in the multiplication output compensation operation shown in FIG. 17 ;

FIG. 19 illustrates a process of a multiplication result data calculation when no error occurs in the multiplication output compensation operation of FIG. 17 ;

FIG. 20 is a block diagram illustrating another example of a multiplication output compensation operation performed in the multiplication result compensator of FIG. 8 when an error occurs in the multiplying calculation of FIG. 14 ;

FIG. 21 illustrates a process of a subtracting calculation for subtracting shifted data from multiplication result data in the multiplication output compensation operation shown in FIG. 20 ;

FIG. 22 illustrates a process of a multiplication result data calculation when no error occurs in the multiplication output compensation operation of FIG. 20 ;

FIG. 23 is a timing diagram illustrating a MAC operation performed when an error occurs in an MAC mode of a PIM device according to an embodiment of the present disclosure;

FIG. 24 is a timing diagram illustrating a MAC operation performed when no error occurs in an MAC mode of a PIM device according to an embodiment of the present disclosure;

FIG. 25 is a block diagram illustrating a configuration of a PIM device according to another embodiment of the present disclosure;

FIG. 26 is a block diagram illustrating a configuration of an error correction code (ECC) logic circuit included in a PIM device according to another embodiment of the present disclosure;

FIG. 27 illustrates one of multiplication result compensators included in a PIM device according to another embodiment of the present disclosure;

FIG. 28 illustrates an operation of the multiplication result compensator shown in FIG. 27 when no error occurs in a PIM device according to another embodiment of the present disclosure;

FIG. 29 is a timing diagram illustrating a MAC operation performed when no error occurs in an MAC mode of a PIM device according to another embodiment of the present disclosure;

FIG. 30 is a block diagram illustrating a PIM device according to another embodiment of the present disclosure;

FIG. 31 illustrates a first ECC logic circuit, a second ECC logic circuit, and an error calculation result signal generation circuit included in the PIM device illustrated in FIG. 30 ;

FIG. 32 illustrates a configuration of a first MAC operator included in the PIM device illustrated in FIG. 30 ;

FIG. 33 is a flowchart illustrating a MAC operation of a PIM device according to an embodiment of the present disclosure;

FIG. 34 is a block diagram illustrating a PIM device according to another embodiment of the present disclosure;

FIG. 35 illustrates a first ECC logic circuit, a second ECC logic circuit, a flag signal generation circuit, a report control circuit, a first MAC operator, and a second MAC operator included in the PIM device illustrated in FIG. 34 ;

FIG. 36 is a flowchart illustrating a MAC operation of a PIM device according to an embodiment of the present disclosure;

FIGS. 37, 38, and 39 are block diagrams illustrating PIM devices according to some embodiments of the present disclosure;

FIG. 40 illustrates an error accumulation detection circuit included in the PIM device illustrated in FIG. 39 .

FIGS. 41, 42, and 43 are a flowchart illustrating a MAC operation of a PIM device according to an embodiment of the present disclosure.

DETAILED DESCRIPTION

In the following description of the embodiments, it will be understood that the terms “first” and “second” are intended to identify an element, but not used to define only the element itself or to mean a particular sequence. In addition, when an element is referred to as being located “on”, “over”, “above”, “under” or “beneath” another element, it is intended to mean relative position relationship, but not used to limit certain cases that the element directly contacts the other element, or at least one intervening element is present therebetween. Accordingly, the terms such as “on”, “over”, “above”, “under”, “beneath”, “below” and the like that are used herein are for the purpose of describing particular embodiments only and are not intended to limit the scope of the present disclosure. Further, when an element is referred to as being “connected” or “coupled” to another element, the element may be electrically or mechanically connected or coupled to the other element directly, or may form a connection relationship or coupling relationship by replacing the other element therebetween. As used herein, the character ‘/’ means any and all combinations of the terms recited before and after the character ‘/.’ As used herein, the tilde “˜” indicates a range of components. For example, “MAC0˜MAC7” indicates the MAC operators MAC0, MAC1, . . . , and MAC7 shown in FIG. 2 .

FIG. 1 is a block diagram illustrating a PIM system according to the present disclosure. As illustrated in FIG. 1 , the PIM system 1 may include a PIM device 10 and a PIM controller 20. The PIM device 10 may include a data storage region 11, arithmetic circuit 12, an interface (I/F) 13-1, and a data input/output (I/O) pad 13-2. The data storage region 1 may include a first storage region and a second storage region. In an embodiment, the first storage region and the second storage region may be memory bank, respectively. In another embodiment, the first data storage region and the second storage region may be memory bank and buffer memory, respectively. The data storage region may include a volatile memory element or a non-volatile memory element. The data storage region may include both the volatile memory element and the non-volatile memory element.

The arithmetic circuit 12 may perform an arithmetic operation of the data transferred from the data storage region 11. In an embodiment, the arithmetic circuit 12 may include a multiplying-and-accumulating (MAC) operator. The MAC operator may perform a multiplying calculation of the data transferred from the data storage region 11 and perform an accumulating calculation of the multiplication result data. After MAC operating, the MAC operator may output a MAC result data. The MAC result data may store the data storage region 11 or output from the PIM device 10 through the data I/O pad 13-2.

The interface 13-1 of the PIM device 10 may receive a command CMD and address ADDR from the PIM controller 20. The interface 13-1 may output the command CMD to the data storage region 11 or the arithmetic circuit 12 in the PIM device 10. The interface 13-1 may output the address ADDR to the at a storage region 11 in the PIM device 10. The data I/O pad 13-2 of the PIM device 10 may function as a data communication terminal between an external device of the PIM device 10, for example the PIM controller 20 and the data storage region 11 included in the PIM device 10. The external device of the PIM device 10 may correspond to the PIM controller 20 of the PIM system 1 or a host located outside the PIM system 1. Accordingly, data output from the host or the PIM controller 20 may be input into the PIM device 10 through the data I/O pad 13-2.

The PIM controller 20 may control operations of the PIM device 10. In an embodiment, the PIM controller 20 may control the PIM device 10 such that the PIM device 10 operates in a memory mode or a MAC mode. In the event that the PIM controller 20 controls the PIM device 10 such that the PIM device 10 operates in the memory mode, the PIM device 10 may perform a data read operation or a data write operation for the data storage region 11. In the event that the PIM controller 20 controls the PIM device 10 such that the PIM device 10 operates in the MAC mode, the PIM device 10 may perform a MAC operation for the arithmetic circuit 12. In the event that the PIM controller 20 controls the PIM device 10 such that the PIM device 10 operates in the MAC mode, the PIM device 10 may also perform the data read operation and the data write operation for the data storage region 11 to execute the MAC operation.

The PIM controller 20 may be configured to include a command queue logic 21, a scheduler 22, a command generator 23, and an address generator 25. The command queue logic 21 may receive a request REQ from an external device (e.g., a host of the PIM system 1) and store the command queue corresponding to the request REQ in the command queue logic 21. The command queue logic 21 may transmit information on a storage status of the command queue to the scheduler 22 whenever the command queue logic 21 stores the command queue. The commands queues stored in the command queue logic 21 may be transmitted to the command generator 23 according to a sequence determined by the scheduler 22.

The scheduler 22 may adjust a sequence of the command queue when the command queue stored in the command queue logic 21 is output from the command queue logic 21. In order to adjust the output sequence of the command queue stored in the command queue logic 21, the scheduler 22 may analyze the information on the storage status of the command queue provided by the command queue logic 21 and may readjust a process sequence of the command queue such that the command queue is processed according to a proper sequence.

The command generator 23 may receive the command queue related to the memory mode of the PIM device 10 the MAC mode of the PIM device 10 from the command queue logic 21. The command generator 23 may decode the command queue to generate and output the command CMD. The command CMD may include a memory command for the memory mode or a MAC command for the MAC mode. The command CMD output from the command generator 23 may be transmitted to the PIM device 10.

The address generator 25 may receive address information from the command queue logic 21 and generate the address ADDR for accessing to a region in the data storage region 11. In an embodiment, the address ADDR may include a bank address, a row address, and a column address. The address ADDR output from the address generator 25 may be input to the data storage region 11 through the interface (I/F) 13-1.

FIG. 2 illustrates an example of a disposal structure of memory banks BK0, . . . , and BK15 and MAC operators MAC0, . . . , and MAC7 included in a PIM device 10-1 according to the present disclosure. Referring to FIG. 2 , the PIM device 10-1 may include storage regions and processing devices. In an embodiment, the storage regions may be the memory banks BK0, . . . , and BK15. Although the present embodiment illustrates an example in which the storage regions are the memory banks BK0, . . . , and BK15, the memory banks BK0, . . . , and BK15 are merely examples which are suitable for the storage regions. In some embodiments, the memory banks BK0, . . . , and BK15 may be a memory region corresponding to a volatile memory device, for example, a DRAM device. In an embodiment, each of the memory banks BK0, . . . , and BK15 may be a component unit which is independently activated and may be configured to have the same data bus width as external input/output lines, for example, data input/output (I/O) lines. In an embodiment, the memory banks BK0, . . . , and BK15 may operate in an interleaving way that an active operation of any one of the memory banks is performed in parallel while another memory bank is selected. Although the present embodiment illustrates an example in which the PIM device 10 includes the memory banks BK0, . . . , and BK15, the number of the memory banks is not limited to be ‘16’ but may be set to be different according to the embodiments. Each of the memory banks BK0, . . . , and BK15 may include a memory cell array which is comprised of memory unit cells that are respectively located at cross points of a plurality of rows and a plurality of columns. The memory banks BK0, . . . , and BK15 may include first memory banks, for example, odd-numbered memory banks BK0, BK2, . . . , and BK14 and second memory banks, for example, even-numbered memory banks BK1, BK3, . . . , and BK15.

A core circuit may be disposed to be adjacent to the memory banks BK0, . . . , and BK15. The core circuit may include X-decoders XDECs and Y-decoders/IO circuits YDEC/IOs. The X-decoder XDEC may also be referred to as a word line decoder or a row decoder. In an embodiment, two odd-numbered memory banks arrayed to be adjacent to each other in one row among the odd-numbered memory banks BK0, BK2, . . . , and BK14 may share one of the X-decoders XDECs with each other. For example, the first memory bank BK0 and the third memory bank BK2 adjacent to each other in a first row may share one of the X-decoders XDECs, and the fifth memory bank BK4 and the seventh memory bank BK6 adjacent to each other in the first row may also share one of the X-decoders XDECs. Similarly, two even-numbered memory banks arrayed to be adjacent to each other in one row among the even-numbered memory banks BK1, BK3, . . . , and BK15 may share one of the X-decoders XDECs with each other. For example, the second memory bank BK1 and the fourth memory bank BK3 adjacent to each other in a second row may share one of the X-decoders XDECs, and the sixth memory bank BK5 and the eighth memory bank BK7 adjacent to each other in the second row may also share one of the X-decoders XDECs. Each of the X-decoders XDECs may receive a row address from an address latch included in a peripheral circuit PERI and may decode the row address to select and enable one of rows (i.e., word lines) coupled to the memory banks adjacent to the X-decoder XDEC.

The Y-decoders/IO circuits YDEC/IOs may be disposed to be allocated to the memory banks BK0, . . . , and BK15, respectively. For example, the first memory bank BK0 may be allocated to one of the Y-decoders/IO circuits YDEC/IOs, and the second memory bank BK1 may be allocated to another one of the Y-decoders/IO circuits YDEC/IOs. Each of the Y-decoders/IO circuits YDEC/IOs may include a Y-decoder YDEC and an I/O circuit IO. The Y-decoder YDEC may also be referred to as a bit line decoder or a column decoder. Each of the Y-decoders YDECs may receive a column address from an address latch included in the peripheral circuit PERI and may decode the column address to select and enable at least one of columns (i.e., bit lines) coupled to the selected memory bank. Each of the I/O circuits may include an I/O sense amplifier for sensing and amplifying a level of a read datum output from the corresponding memory bank during a read operation and a write driver for driving a write datum during a write operation for the corresponding memory bank.

In an embodiment, the processing devices may include MAC operators MAC0, . . . , and MAC7. Although the present embodiment illustrates an example in which the MAC operators MAC0, . . . , and MAC7 are employed as the processing devices, the present embodiment may be merely an example of the present disclosure. For example, in some other embodiments, processors other than the MAC operators MAC0, . . . , and MAC7 may be employed as the processing devices. The MAC operators MAC0, . . . , and MAC7 may be disposed such that one of the odd-numbered memory banks BK0, BK2, . . . , and BK14 and one of the even-numbered memory banks BK1, BK3, . . . , and BK15 share any one of the MAC operators MAC0, . . . , and MAC7 with each other. Specifically, one odd-numbered memory bank and one even-numbered memory bank arrayed in one column to be adjacent to each other may constitute a pair of memory banks sharing one of the MAC operators MAC0, . . . , and MAC7 with each other. One of the MAC operators MAC0, . . . , and MAC7 and a pair of memory banks sharing the one MAC operator with each other will be referred to as ‘a MAC unit’ hereinafter.

In an embodiment, the number of the MAC operators MAC0, . . . , and MAC7 may be equal to the number of the odd-numbered memory banks BK0, BK2, . . . , and BK14 or the number of the even-numbered memory banks BK1, BK3, . . . , and BK15. The first memory bank BK0, the second memory bank BK1, and the first MAC operator MAC0 between the first memory bank BK0 and the second memory bank BK1 may constitute a first MAC unit. Similarly, the third memory bank BK2, the fourth memory bank BK3, and the second MAC operator MAC1 between the third memory bank BK2 and the fourth memory bank BK3 may constitute a second MAC unit. The first MAC operator MAC0 included in the first MAC unit may receive first data DA1 output from the first memory bank BK0 included in the first MAC unit and second data DA2 output from the second memory bank BK1 included in the first MAC unit. In addition, the first MAC operator MAC0 may perform a MAC operation of the first data DA1 and the second data DA2. In the event that the PIM device 10-1 performs neural network calculation, for example, an arithmetic operation in a deep learning process, one of the first data DA1 and the second data DA2 may be weight data and the other may be vector data. A configuration of any one of the MAC operators MAC0˜MAC7 will be described in more detail hereinafter.

In the PIM device 10-1, the peripheral circuit PERI may be disposed in a region other than an area in which the memory banks BK0, BK1, . . . , and BK15, the MAC operators MAC0, . . . , and MAC7, and the core circuit are disposed. The peripheral circuit PERI may include a control circuit and a transmission path for a command/address signal, a control circuit and a transmission path for input/output of data, and a power supply circuit. The control circuit for the command/address signal may include a command decoder for decoding a command included in the command/address signal to generate an internal command signal, an address latch for converting an input address into a row address and a column address, a control circuit for controlling various functions of row/column operations, and a control circuit for controlling a delay locked loop (DLL) circuit. The control circuit for the input/output of data in the peripheral circuit PERI may include a control circuit for controlling a read/write operation, a read/write buffer, and an output driver. The power supply circuit in the peripheral circuit PERI may include a reference power voltage generation circuit for generating an internal reference power voltage and an internal power voltage generation circuit for generating an internal power voltage from an external power voltage.

The PIM device 10-1 according to the present embodiment may operate in any one mode of a memory mode and a MAC mode. In the memory mode, the PIM device 10-1 may operate to perform the same operations as general memory devices. The memory mode may include a memory read operation mode and a memory write operation mode. In the memory read operation mode, the PIM device 10-1 may perform a read operation for reading out data from the memory banks BK0, BK1, . . . , and BK15 to output the read data, in response to an external request. In the memory write operation mode, the PIM device 10-1 may perform a write operation for storing data provided by an external device into the memory banks BK0, BK1, . . . , and BK15, in response to an external request.

In the MAC mode, the PIM device 10-1 may perform the MAC operation using the MAC operators MAC0, . . . , and MAC7. Specifically, the PIM device 10-1 may perform the read operation of the first data DA1 for each of the odd-numbered memory banks BK0, BK2, . . . , and BK14 and the read operation of the second data DA2 for each of the even-numbered memory banks BK1, BK3, . . . , and BK15, for the MAC operation in the MAC mode. In addition, each of the MAC operators MAC0, . . . , and MAC7 may perform the MAC operation of the first data DA1 and the second data DA2 which are read out of the memory banks to store a result of the MAC operation into the memory bank or to output the result of the MAC operation. In some cases, the PIM device 10-1 may perform a data write operation for storing data to be used for the MAC operation into the memory banks before the data read operation for the MAC operation is performed in the MAC mode.

The operation mode of the PIM device 10-1 according to the present embodiment may be determined by a command which is transmitted from a host or a controller to the PIM device 10-1. In an embodiment, if a first external command requesting a read operation or a write operation for the memory banks BK0, BK1, . . . , and BK15 is input to the PIM device 10-1, the PIM device 10-1 may perform the data read operation or the data write operation in the memory mode. Meanwhile, if a second external command requesting a MAC operation from external host or controller is input to the PIM device 10-1, the PIM device 10-1 may perform the data read operation and the MAC operation.

FIG. 3 illustrates an other example of a disposal structure of memory banks and MAC operators included in a PIM device 10-2 according to the present disclosure. Referring to FIG. 3 , the PIM device 10-2 may include first storage regions such as a plurality of memory banks (e.g., first to sixteenth memory banks BK0, . . . , and BK15), processing devices such as a plurality of MAC operators (e.g., first to sixteenth MAC operators MAC0, . . . , and MAC15), and a second storage region such as a global buffer GB. A core circuit may be disposed to be adjacent to the memory banks BK0, . . . , and BK15. The core circuit may include X-decoders XDECs and Y-decoders/IO circuits YDEC/IOs. The memory banks BK0, . . . , and BK15 and the core circuit may have the same configuration as described with reference to FIG. 2 . Thus, descriptions of the memory banks BK0, . . . , and BK15 and the core circuit will be omitted hereinafter. Each of the MAC operators MAC0, . . . , and MAC15 may be disposed to be allocated to each of the memory banks BK0, . . . , and BK15, respectively. That is, in the PIM device 20, two or more memory banks do not share one MAC operator with each other. Thus, the number of the MAC operators MAC0, . . . , and MAC15 included in the PIM device 20 may be equal to the number of the memory banks BK0, . . . , and BK15 included in the PIM device 10-2. One of the memory banks BK0, . . . , and BK15 and one of the MAC operators MAC0, . . . , and MAC15 may constitute one MAC unit. For example, the first memory bank BK0 and the first MAC operator MAC0 may constitute a first MAC unit, and the second memory bank BK1 and the second MAC operator MAC1 may constitute a second MAC unit. Similarly, the sixteenth memory bank BK15 and the sixteenth MAC operator MAC15 may constitute a sixteenth MAC unit. In each of the first to sixteenth MAC units, the MAC operator may receive first data DA1 to be used for the MAC operation from the memory bank.

The peripheral circuit PERI may be disposed in a region other than an area in which the memory banks BK0, BK1, . . . , and BK15, the MAC operators MAC0, . . . , and MAC15, and the core circuit are disposed, and the peripheral circuit PERI may be configured to include a control circuit relating to a command/address signal, a control circuit relating to input/output of data, and a power supply circuit. The peripheral circuit PERI of the PIM device 10-2 may have substantially the same configuration as the peripheral circuit PERI of the PIM device 10-1 illustrated in FIG. 2 . The difference between the peripheral circuit PERI of the PIM device 10-2 and the peripheral circuit PERI of the PIM device 10-1 is that the global buffer GB is disposed in the peripheral circuit PERI of the PIM device 10-2. The global buffer GB may receive second data DA2 to be used for the MAC operation from an external device and may store the second data DA2 therein. The global buffer GB may output the second data DA2 to each of the MAC operators MAC0, . . . , and MAC15 through a GIO line. In the event that the PIM device 10-2 performs neural network calculation, for example, an arithmetic operation in a deep learning process, the first data DA1 may be weight data and the second data DA2 may be vector data.

The PIM device 10-2 according to the present embodiment may operate in any one mode of a memory mode and a MAC mode. In the memory mode, the PIM device 10-2 may operate to perform the same operations as general memory devices. The memory mode may include a memory read operation mode and a memory write operation mode. In the memory read operation mode, the PIM device 10-2 may perform a read operation for reading out data from the memory banks BK0, BK1, . . . , and BK15 to output the read data, in response to an external request. In the memory write operation mode, the PIM device 10-2 may perform a write operation for storing data provided by an external device into the memory banks BK0, BK1, . . . , and BK15, in response to an external request. In the MAC mode, the PIM device 10-2 may perform the MAC operation using the MAC operators MAC0, . . . , and MAC15. The PIM device 10-2 may perform the read operation of the first data DA1 for each of the memory banks BK0, . . . , and BK154 and the read operation of the second data DA2 for the global buffer GB, for the MAC operation in the MAC mode. In addition, each of the MAC operators MAC0, . . . , and MAC15 may perform the MAC operation of the first data DA1 and the second data DA2 to store a result of the MAC operation into the memory bank or to output the result of the MAC operation to an external device. In some cases, the PIM device 20 may perform a data write operation for storing data to be used for the MAC operation into the memory banks before the data read operation for the MAC operation is performed in the MAC mode.

The operation mode of the PIM device 10-2 according to the present embodiment may be determined by a command which is transmitted from an external controller to the PIM device 10-2. In an embodiment, if a first external command requesting a read operation or a write operation for the memory banks BK0, BK1, . . . , and BK15 is transmitted from the host or the controller to the PIM device 10-2, the PIM device 10-2 may perform the data read operation or the data write operation in the memory mode. Alternatively, if a second external command requesting the MAC operation is transmitted from the host or the controller to the PIM device 10-2, the PIM device 10-2 may perform the read operation, write operation and the MAC operation.

FIG. 4 is a block diagram illustrating a configuration of a PIM device 100 according to an embodiment of the present disclosure. Referring to FIG. 4 , the PIM device 100 may be configured to include a first storage region 200, an error correction code (ECC) logic circuit 300, a multiplication/accumulation (MAC) operator 400, and a second storage region 500. In an embodiment, the PIM device 100 may be applied to a neural network circuit. In such a case, vector data necessary to neural network calculation may be stored in the first storage region 200, and weight data may be temporarily stored in the second storage region 500. In an embodiment, while the first storage region 200 may be a memory region (e.g., a bank) of the PIM device 100, the second storage region 500 may be a buffer memory which is distinguished from the memory region (e.g., a bank) of the PIM device 100. In other embodiment, the first storage region 200 may be a bank of the PIM device 100, and the second storage region 500 may be an other bank of the PIM device 100. The first storage region 200 may have a data storage region 210 and a parity storage region 220. The data storage region 210 and the parity storage region 220 may be regions which are physically distinguished from each other. Alternatively, the data storage region 210 and the parity storage region 220 may be regions which are only logically distinguished from each other. Data may be stored in the data storage region 210, and parities for correcting errors of the data may be stored in the parity storage region 220. In an embodiment, the first storage region 200 may be realized using a volatile memory device such as a DRAM device. In another embodiment, the first storage region 200 may be realized using a nonvolatile memory device. In yet another embodiment, the first storage region 200 may be realized to include both of a volatile memory device and a nonvolatile memory device.

The ECC logic circuit 300 may perform an ECC operation for error correction during access to the first storage region 200. In an embodiment the ECC operation may include an ECC encoding operation and an ECC decoding operation. The ECC encoding operation may be performed while write data W_DA are written into the first storage region 200. In an embodiment, the ECC encoding operation may include an operation generating a parity PA1 for the write data W_DA. The write data W_DA may be stored into the data storage region 210 of the first storage region 200. The parity PA1 generated by the ECC encoding operation may be stored into the parity storage region 220 of the first storage region 200. The ECC decoding operation may be performed while read data R_DA are output from the first storage region 200. In an embodiment, the ECC decoding operation may include an operation for generating a syndrome using a parity PA2 of the read data R_DA, an operation for finding out an error location of the read data R_DA using the syndrome, and an operation for correcting an error located at the error location.

The ECC logic circuit 300 may output different data in a memory mode and in an MAC mode. The “memory mode” may be defined as a mode in which the PIM device 100 performs an operation for accessing to the first storage region 200 regardless of calculating operations. The “MAC mode” may be defined as a mode in which the PIM device 100 performs an operation for accessing to the first storage region 200 and an operation for calculating the accessed data. An operation of the ECC logic circuit 300 for writing the write data W_DA into the first storage region 200 in the memory mode may be the same as an operation of the ECC logic circuit 300 for writing the write data W_DA into the first storage region 200 in the MAC mode. During a read operation for reading out the read data R_DA stored in the first storage region 200 in the memory mode, the ECC logic circuit 300 may output corrected data of the read data R_DA to an external device (not shown). In contrast, during a read operation for reading out first data DA1 stored in the first storage region 200 in the MAC mode, the ECC logic circuit 300 does not output corrected data generated by correcting the first data DA1 using a parity PA3 which is provided by the parity storage region 220. Instead the ECC logic circuit 300 may generate an error code EC indicating an error location using the parity PA3 and may output the error code EC to the MAC operator 400. That is, during the read operation in the MAC mode, no corrected data of the first data DA1 may be output from the ECC logic circuit 300.

The MAC operator 400 may perform a MAC calculation in the MAC mode of the PIM device 100. The MAC operator 400 does not perform any MAC calculation in the memory mode of the PIM device 100. In an embodiment, the MAC operator 400 may include a multiplying block 410, a multiplication result compensating circuit 420, and an adding block 430. The multiplying block 410 may receive the first data DA1 stored in the data storage region 210 of the first storage region 200 and second data DA2 stored in the second storage region 500. The second data DA2 may be provided by an external device (not shown) and may be input to the MAC operator 400 through the second storage region 500 without passing through the ECC logic circuit 300. The multiplying block 410 may execute a multiplying calculation of the first data DA1 and the second data DA2 to output multiplication result data (M_DA_1<0:255> of FIG. 13 ).

The multiplication result compensating circuit 420 may receive the multiplication result data (M_DA_1<0:255> of FIG. 13 ) output from the multiplying block 410 and the error code EC output from the ECC logic circuit 300. The multiplication result compensating circuit 420 may output the multiplication result data (M_DA_1<0:255> of FIG. 13 ) generated by the multiplying block 410 without any compensation or compensated data of the multiplication result data (C_M_DA_1<0:255> of FIG. 13 ) after compensating the multiplication result data (M_DA_1<0:255> of FIG. 13 ) according to the error code EC. Specifically, if no error exists in the error code EC output from the ECC logic circuit 300, the multiplication result compensating circuit 420 may output the multiplication result data (M_DA_1<0:255> of FIG. 13 ) generated by the multiplying block 410 without any compensation. In contrast, if an error exists in the error code EC output from the ECC logic circuit 300, the multiplication result compensating circuit 420 may perform a compensating calculation for the multiplication result data (M_DA_1<0:255> of FIG. 13 ) generated by the multiplying block 410 to output the compensated multiplication result data (C_M_DA_1<0:255> of FIG. 13 ). The adding block 430 may execute an adding calculation of the multiplication result data (M_DA_1<0:255> of FIG. 13 ) or the compensated multiplication result data (C_M_DA_1<0:255> of FIG. 13 ) output from the multiplication result compensating circuit 420 and may output the addition result data as MAC calculation result data corresponding to final output data.

FIG. 5 is a block diagram illustrating a configuration of the ECC logic circuit 300 included in the PIM device 100. Referring to FIG. 5 , the ECC logic circuit 300 may include a parity/syndrome generator 310, a syndrome decoder 320, and an error corrector 330. The parity/syndrome generator 310 may generate and output the parity PA1<0:7> for the write data W_DA<0:127> to perform a write operation of the first storage region 200. An embodiment will be described in conjunction with a case that the write data W_DA<0:127> are comprised of 128 bits and the parity PA1<0:7> is comprised of 8 bits. However, the present embodiment may be merely an example of various embodiments. Thus, the number of bits included in the write data W_DA may be set to be different according to the embodiments. Similarly, the number of bits included in the parity PA1 may also be set to be different according to the embodiments. As described with reference to FIG. 3 , the parity PA1<0:7> may be stored into the parity storage region 220 of the first storage region 200. The parity/syndrome generator 310 may generate and output a syndrome SYN<0:7> of the read data R_DA<0:127> and the parity PA2<0:7> to perform the read operation of the first storage region 200 in the memory mode. Similarly, the parity/syndrome generator 310 may generate and output the syndrome SYN<0:7> of the first data DA1<0:127> and the parity PA3<0:7> to perform the read operation of the first storage region 200 in the MAC mode. The syndrome SYN<0:7> may be input to the syndrome decoder 320.

The syndrome decoder 320 may generate and output the error code EC<0:127> indicating an error location based on the syndrome SYN<0:7>. The error code EC<0:127> may be a binary stream having the same number of bits as the read data R_DA<0:127> or the first data DA1<0:127>. In order to generate the error code EC<0:127>, the syndrome decoder 320 may execute a calculation for finding an error location polynomial and a solution of the error location polynomial. In the memory mode, the error code EC<0:127> output from the syndrome decoder 320 may be input to the error corrector 330. In contrast, the error code EC<0:127> output from the syndrome decoder 320 may be input to the multiplication result compensating circuit 420 of the MAC operator 400 in the MAC mode, as described with reference to FIG. 3 . The error corrector 330 may correct the read data to output the corrected read data R_DA<0:127> if an error exists in the error code EC<0:127> output from the syndrome decoder 320.

FIG. 6 illustrates the MAC operator 400 included in the PIM device 100. Referring to FIG. 6 , the MAC operator 400 may include a plurality of multipliers 411 constituting the multiplying block 410, a plurality of multiplication result compensators (C1˜C16) 421 constituting the multiplication result compensating circuit 420, and a plurality of adders 431-1, 431-2, 431-3 and 431-4 constituting the adding block 430. The number of the multipliers 411 may be equal to the number of the multiplication result compensators 421. The adders 431-1, 431-2, 431-3 and 431-4 may be disposed at respective ones of a plurality of stages to form a tree structure.

When the first data DA1<0:127> have 128 bits and the second data DA2<0:127> also have 128 bits, the number of the multipliers 411 may be 16 and the number of the multiplication result compensators 421 may also be 16. Each of the multipliers 411 may receive 8-bit data of the first data DA1<0:127> and 8-bit data of the second data DA2<0:127>. That is, the first data DA1<0:127> may be divided into 16 groups of data in units of 8 bits, and the 16 groups of data of the first data DA1<0:127> may be input to the 16 multipliers 411, respectively. Similarly, the second data DA2<0:127> may be divided into 16 groups of data in units of 8 bits, and the 16 groups of data of the second data DA2<0:127> may be input to the 16 multipliers 411, respectively. Each of the multipliers 411 may execute a multiplying calculation of 8-bit data of the first data DA1<0:127> and 8-bit data of the second data DA2<0:127> to generate and output 16-bit multiplication result data. Because the number of the multipliers 411 is 16, 256-bit multiplication result data may be generated by and output through all of the multipliers 411.

Each of the multiplication result compensators 421 may receive the 16-bit multiplication result data output from any one of the multipliers 411. That is, the first multiplication result compensator C1 may receive first 16-bit multiplication result data output from the first one of the multipliers 411. Similarly, the last multiplication result compensator (i.e., the sixteenth multiplication result compensator C16) may receive sixteenth 16-bit multiplication result data output from the last one (i.e., the sixteenth one) of the multipliers 411. Each of the multiplication result compensators 421 may also receive the 8-bit data of the second data DA2<0:127> like any one of the multipliers 411. That is, the 8-bit data of the second data DA2<0:127> input to the first one of the multipliers 411 may also be input to the first multiplication result compensator C1. Similarly, the 8-bit data of the second data DA2<0:127> input to the sixteenth one of the multipliers 411 may also be input to the sixteenth multiplication result compensator C16. In addition, the 128-bit error code EC<0:127> output from the syndrome decoder 320 of the ECC logic circuit 300 may be divided into 16 groups of data in units of 8 bits, and the 16 groups of data of the 128-bit error code EC<0:127> may be input to the multiplication result compensators 421 (i.e., the first to sixteenth multiplication result compensators C1˜C16), respectively. Each of the multiplication result compensators 421 may output the 16-bit multiplication result data without any compensation or may execute a compensating calculation for the 16-bit multiplication result data to output the compensated 16-bit multiplication result data, according to the 8-bit error code EC input thereto.

Each of the eight adders 431-1 disposed at a first stage may receive two sets of the 16-bit data output from two of the multiplication result compensators 421 to execute an adding calculation of the two sets of the 16-bit data. Each of the eight adders 431-1 disposed at the first stage may generate and output 17-bit addition data including one-bit carry as a result of the adding calculation. Each of the four adders 431-2 disposed at a second stage may receive two sets of the 17-bit addition data output from two of the eight adders 431-1 to execute an adding calculation of the two sets of the 17-bit addition data. Each of the four adders 431-2 disposed at the second stage may generate and output 18-bit addition data including one-bit carry as a result of the adding calculation. Each of the two adders 431-3 disposed at a third stage may receive two sets of the 18-bit addition data output from two of the four adders 431-2 to execute an adding calculation of the two sets of the 18-bit addition data. Each of the two adders 431-3 disposed at the third stage may generate and output 19-bit addition data including one-bit carry as a result of the adding calculation. Finally, the adder 431-4 disposed at a last stage (i.e., a fourth stage) may receive two sets of the 19-bit addition data output from the two adders 431-3 to execute an adding calculation of the two sets of the 19-bit addition data. The adders 431-4 disposed at the fourth stage may generate and output 20-bit addition data including one-bit carry as a result of the adding calculation.

FIG. 7 illustrates a multiplying calculation executed by any one of the multiplier 411 included in the PIM device 100. The present embodiment will be described in conjunction with a case that the multiplier 411 receives binary data of “X7 X6 X5 X4 X3 X2 X1 X0” as the first data DA1<0:7> having eight bits and binary data of “Y7 Y6 Y5 Y4 Y3 Y2 Y1 Y0” as the second data DA2<0:7> having eight bits. As illustrated in FIG. 7 , the multiplying calculation of the first data DA1<0:7> having eight bits and the second data DA2<0:7>having eight bits may include shifting calculations of first to eighth steps STEP1˜STEP8 and a final adding calculation. Data “P70 P60 P50 P40 P30 P20 P10 P00” corresponding to result data of the first step STEP1 may be the same as the second data DA2<0:7> when the first bit “X0” corresponding to a least significant bit (LSB) of the first data DA1<0:7> has a value of “1”, and all of bits included in the data “P70 P60 P50 P40 P30 P20 P10 P00” corresponding to the result data of the first step STEP1 may have a value of “0” when the first bit “X0” corresponding to the LSB of the first data DA1<0:7> has a value of “0”. Data “P71 P61 P51 P41 P31 P21 P11 P01” corresponding to result data of the second step STEP2 may be located to be shifted by one bit from a position of the data “P70 P60 P50 P40 P30 P20 P10 P00” in a direction of a most significant bit (MSB) of the data “P70 P60 P50 P40 P30 P20 P10 P00”. In such a case, the data “P71 P61 P51 P41 P31 P21 P11 P01” may be the same as the second data DA2<0:7> when the second bit “X1” of the first data DA1<0:7> has a value of “1”, and all of bits included in the data “P71 P61 P51 P41 P31 P21 P11 P01” may have a value of “0” when the second bit “X1” of the first data DA1<0:7> has a value of “0”.

Similarly, data “P72 P62 P52 P42 P32 P22 P12 P02” corresponding to result data of the third step STEP3 may be located to be shifted by two bits from a position of the data “P70 P60 P50 P40 P30 P20 P10 P00” in a direction of the MSB of the data “P70 P60 P50 P40 P30 P20 P10 P00”. In such a case, the data “P72 P62 P52 P42 P32 P22 P12 P02” may be the same as the second data DA2<0:7> when the third bit “X2” of the first data DA1<0:7> has a value of “1”, and all of bits included in the data “P72 P62 P52 P42 P32 P22 P12 P02” may have a value of “0” when the third bit “X2” of the first data DA1<0:7> has a value of “0”. In the same way, data “P77 P67 P57 P47 P37 P27 P17 P07” corresponding to result data of the eighth step STEP8 may be located to be shifted by seven bits from a position of the data “P70 P60 P50 P40 P30 P20 P10 P00” in a direction of the MSB of the data “P70 P60 P50 P40 P30 P20 P10 P00”. In such a case, the data “P77 P67 P57 P47 P37 P27 P17 P07” may be the same as the second data DA2<0:7> when the eighth bit “X7” corresponding to the MSB of the first data DA1<0:7> has a value of “1”, and all of bits included in the data “P77 P67 P57 P47 P37 P27 P17 P07” may have a value of “0” when the eighth bit “X7” of the first data DA1<0:7> has a value of “0”. After all of the shifting calculations of the first to eighth steps STEP1˜STEP8 are executed, the multiplier 411 may add all of the result data of the first to eighth steps STEP1˜STEP8 to output 16-bit multiplication result data M_DA_1<0:15> of “M15 M14 M13 M12 M11 M10 M9 M8 M7 M6 M5 M4 M3 M2 M1 M0”.

FIG. 8 illustrates one of the multiplication result compensators 421 included in the PIM device 100. Referring to FIG. 8 , the multiplication result compensator 421 may be configured to include a register 421-1, a shift register 421-2, a selector 421-3, and an output logic circuit 421-4. The 16-bit multiplication result data M_DA_1<0:15> output from the multiplier 411 may be stored into the register 421-1. The second data DA2<0:7> may be stored into the shift register 421-2. The second data DA2<0:7> stored in the shift register 421-2 may be shifted by a certain number of bits in a direction from the LSB toward the MSB of the second data DA2<0:7> in response to a shift signal S_SHIFT<0:2> output from the selector 421-3, and the shifted data of the second data DA2<0:7> may be output from the shift register 421-2. The selector 421-3 may output the shift signal S_SHIFT<0:2> and a selection signal S_SELECT<0:1> to respective ones of the shift register 421-2 and the output logic circuit 421-4 in response to the error code EC<0:7> output from the syndrome decoder 320 of the ECC logic circuit 300.

The output logic circuit 421-4 may receive the multiplication result data M_DA_1<0:15> output from the register 421-1 and shifted second data SHIFT_DA2<0:7> output from the shift register 421-2. The output logic circuit 421-4 may output the multiplication result data M_DA_1<0:15> or the compensated multiplication result data C_M_DA_1<0:15> in response to the selection signal S_SELECT<0:1> output from the selector 421-3. The multiplication result data M_DA_1<0:15> output from the output logic circuit 421-4 may be the same as the multiplication result data M_DA_1<0:15> output from the register 421-1. The compensated multiplication result data C_M_DA_1<0:15> output from the output logic circuit 421-4 may be data which are generated by a compensating calculation of the multiplication result data M_DA_1<0:15> provided without error correction. A configuration and an operation of the output logic circuit 421-4 will be described hereinafter with reference to FIG. 9 .

FIG. 9 is a block diagram illustrating a configuration of the output logic circuit 421-4 included in the PIM device 100. Referring to FIG. 9 , the output logic circuit 421-4 may be configured to include an output logic controller 610, an addition logic circuit 620, and a subtraction logic circuit 630. The output logic controller 610 may receive the selection signal S_SELECT<0:1> from the selector 421-3. In addition, the output logic controller 610 may receive the multiplication result data M_DA_1<0:15> output from the register 421-1 and the shifted second data SHIFT_DA2<0:7> output from the shift register 421-2. The output logic controller 610 may operate in one mode of first to third output operation modes in response to the selection signal S_SELECT<0:1>.

The first output operation mode may be activated when the selection signal S_SELECT<0:1> corresponding to a case that no error exists by the error code EC<0:7> is generated. In the first output operation mode, the output logic controller 610 may directly output the multiplication result data M_DA_1<0:15> to the adding block 430 without any compensation of the multiplication result data M_DA_1<0:15>. The second and third output operation modes may be activated when the selection signal S_SELECT<0:1> corresponding to a case that an error exists by the error code EC<0:7> is generated. In particular, the output logic controller 610 may operate in the second output operation mode when an erroneous bit of the first data DA1<0:7> has a value of “0”. In the second output operation mode, the output logic controller 610 may output the multiplication result data M_DA_1<0:15> and the shifted second data SHIFT_DA2<0:7> to the addition logic circuit 620. In contrast, when an erroneous bit of the first data DA1<0:7> has a value of “1”, the output logic controller 610 may operate in the third output operation mode. In the third output operation mode, the output logic controller 610 may output the multiplication result data M_DA_1<0:15> and the shifted second data SHIFT_DA2<0:7> to the subtraction logic circuit 630.

The addition logic circuit 620 may execute an adding calculation of the multiplication result data M_DA_1<0:15> and the shifted second data SHIFT_DA2<0:7> provided in the second output operation mode and may output the result data of the adding calculation as the compensated multiplication result data C_M_DA_1<0:15>. The subtraction logic circuit 630 may execute a subtracting calculation subtracting the shifted second data SHIFT_DA2<0:7> from the multiplication result data M_DA_1<0:15> in the third output operation mode and may output the result data of the subtracting calculation as the compensated multiplication result data C_M_DA_1<0:15>.

As described above, according to the PIM device 100, the multiplying calculation for the MAC calculation in the MAC mode may be executed regardless of the error correction operation of the ECC logic circuit. In addition, the PIM device 100 may execute a compensating calculation of the multiplication result data to output the compensated multiplication result data only when an error is detected during the error correction operation performed by the ECC logic circuit. Thus, it may be possible to reduce a time it takes the multiplying calculation for the MAC calculation to be executed in most of cases that errors are not detected. Moreover, even though an error is detected, the compensating calculation may be executed at a state that only an error location is found out before the error correction operation completely terminates. In such a case, the multiplying calculation spending a relatively long time has already finished, and only the compensating calculation spending a relatively short time may be additionally executed. Accordingly, it may be possible to reduce a time it takes the multiplying calculation for the MAC calculation to be executed.

FIG. 10 is a block diagram illustrating a write operation performed in the memory mode of the PIM device 100. In FIG. 10 , the same reference numerals as used in FIG. 3 denote the same elements. Referring to FIG. 10 , the PIM device 100 may receive the 128-bit write data W_DA<0:127> from an external device (not shown) to perform the write operation in the memory mode. The write data W_DA<0:127> may be stored into the data storage region 210 of the first storage region 200 and may also be input to the ECC logic circuit 300. As described with reference to FIG. 5 , the parity/syndrome generator 310 of the ECC logic circuit 300 may generate the 8-bit parity PA1<0:7>. The 8-bit parity PA1<0:7> may be stored into the parity storage region 220 of the first storage region 200.

FIG. 11 is a block diagram illustrating the read operation performed in the memory mode of the PIM device 100. In FIG. 11 , the same reference numerals as used in FIG. 4 denote the same elements. Referring to FIG. 11 , when the read operation is requested in the memory mode (i.e., a read command is generated by an external device such as a host or an external controller), the 128-bit read data R_DA<0:127> stored in the data storage region 210 of the first storage region 200 and the 8-bit parity PA2<0:7> stored in the parity storage region 220 of the first storage region 200 may be input to the ECC logic circuit 300. As described with reference to FIG. 5 , the parity/syndrome generator 310 of the ECC logic circuit 300 may generate the 8-bit syndrome SYN<0:7>. The syndrome decoder 320 of the ECC logic circuit 300 may find an error location polynomial and a solution of the error location polynomial using the syndrome SYN<0:7> to generate the 128-bit error code EC<0:127> indicating an error location. The error corrector 330 of the ECC logic circuit 300 may correct an error of the read data R_DA<0:127> to output the corrected read data R_DA<0:127>. The corrected read data R_DA<0:127> output from the ECC logic circuit 300 may be transmitted to an external device, for example, a host or an external controller.

FIG. 12 is a flowchart illustrating a MAC operation performed in the MAC mode of the PIM device 100, and FIG. 13 is a block diagram illustrating the MAC operation performed in the MAC mode of the PIM device 100. In FIG. 13 , the same reference numerals as used in FIG. 4 denote the same elements. Referring to FIGS. 12 and 13 , the first data DA1<0:127> having 128 bits and the parity PA3<0:7> may be output from the first storage region 200 at a step 710. In addition, the first data DA1<0:127> may be input to the ECC logic circuit 300 and the MAC operator 400, and the parity PA3<0:7> may be input to the ECC logic circuit 300. Moreover, the second data DA2<0:127> may be input to the MAC operator 400. The first and second data DA1<0:127> and DA2<0:127> may be input to the multiplying block 410 of the MAC operator 400. The second data DA2<0:127> may also be input to the multiplication result compensating circuit 420 of the MAC operator 400.

At a step 720, an ECC calculation of the first data DA1<0:127> and the multiplying calculation of the first and second data DA1<0:127> and DA2<0:127> may be simultaneously executed. The words “simultaneous” and “simultaneously” as used herein with respect to calculations mean that the calculations take place on overlapping intervals of time. For example, if a first calculation takes place over a first interval of time and a second calculation takes place simultaneously over a second interval of time, then the first and second intervals at least partially overlap each other such that there exists a time at which the first and second calculations are both taking place. Specifically, the ECC logic circuit 300 may generate a syndrome using the first data DA1<0:127> and the parity PA3<0:7>. The ECC logic circuit 300 may perform an ECC decoding operation using the syndrome to generate and output the 128-bit error code EC<0:127> indicating an error location. The error code EC<0:127> may be input to the multiplication result compensating circuit 420 of the MAC operator 400. The multiplying block 410 of the MAC operator 400 may execute the multiplying calculation of the first and second data DA1<0:127> and DA2<0:127> to generate and output the 256-bit multiplication result data M_DA_1<0:255>. The multiplication result data M_DA_1<0:255> may be input to the multiplication result compensating circuit 420 of the MAC operator 400.

At a step 730, whether an error exists as a result of the ECC calculation may be discriminated. Specifically, the multiplication result compensating circuit 420 of the MAC operator 400 may analyze bit values of the error code EC<0:127> output from the ECC logic circuit 300 to discriminate whether an error exists in the first data DA1<0:127> and to find out an error location if an error exists in the first data DA1<0:127>. When no error exists in the first data DA1<0:127> at the step 730, the multiplication result compensating circuit 420 of the MAC operator 400 may output the multiplication result data M_DA_1<0:255> corresponding to a result of the multiplying calculation of the first data DA1<0:127> and the second data DA2<0:127> at a step 740. When an error exits the first data DA1<0:127> at the step 730, the multiplication result compensating circuit 420 of the MAC operator 400 may compensate for the multiplication result data M_DA_1<0:255> of the first and second data DA1<0:127> and DA2<0:127> to output the compensated multiplication result data C_M_DA_1<0:255>. The multiplication result data M_DA_1<0:255> or the compensated multiplication result data C_M_DA_1<0:255> output from the multiplication result compensating circuit 420 may be input to the adding block 430. The adding block 430 may execute an adding calculation of the multiplication result data M_DA_1<0:255> or the compensated multiplication result data C_M_DA_1<0:255> to output 20-bit output data A_DA<0:19> as the MAC calculation result data.

FIG. 14 illustrates an example of a multiplying calculation executed in the MAC mode of the PIM device 100. Referring to FIG. 14 , it may be assumed that the first data DA1 of “01100101” output from the first storage region 200 are input to one input terminal of the multiplier 411 and the second data DA2 of “01010001” output from the second storage region 500 are input to the other terminal of the multiplier 411. The first data DA1 of “01100101” may be data whose parity is generated by the ECC logic circuit 300 when the first data DA1 are written into the first storage region 200 by a previous write operation. In contrast, the second data DA2 of “01010001” may be merely data that are input to the multiplier 411 of the multiplying block 410 only through the second storage region 500 from an external device. Thus, the ECC calculation in the MAC mode may be executed for only the first data DA1 of “01100101”. The multiplier 411 may execute a multiplying calculation of the first data DA1 of “01100101” and the second data DA2 of “01010001” to output data of “0001111111110101” as the multiplication result data M_DA_1.

FIG. 15 illustrates a process of the multiplying calculation shown in FIG. 14 . Referring to FIG. 15 , the multiplying calculation of the present embodiment may be executed in the same way as the multiplying calculation described with reference to FIG. 7 . Specifically, because a first bit corresponding to an LSB of the first data DA1 has a value of “1”, data “01010001” may be provided as result data of the first step STEP1. Because a second bit of the first data DA1 has a value of “0”, data “00000000” may be provided as result data of the second step STEP2 and the data “00000000” may be shifted by one bit from a position of the result data “01010001” of the first step STEP1 in a direction of the MSB of the data “01010001”. Because a third bit of the first data DA1 has a value of “1”, data “01010001” may be provided as result data of the third step STEP3 and the data “01010001” may be shifted by two bits from a position of the result data “01010001” of the first step STEP1 in a direction of the MSB of the data “01010001”. Because both of a fourth bit and a fifth bit of the first data DA1 have a value of “0”, data “00000000” may be provided as result data of the fourth and fifth steps STEP4 and STEP5 and the result data “00000000” of the fourth and fifth steps STEP4 and STEP5 may be respectively shifted by three bits and four bits from a position of the result data “01010001” of the first step STEP1 in a direction of the MSB of the data “01010001”. Because both of a sixth bit and a seventh bit of the first data DA1 have a value of “1”, data “01010001” may be provided as result data of the sixth and seventh steps STEP6 and STEP7 and the result data “01010001” of the sixth and seventh steps STEP6 and STEP7 may be respectively shifted by five bits and six bits from a position of the result data “01010001” of the first step STEP1 in a direction of the MSB of the data “01010001”. Finally, because an eighth bit of the first data DA1 has a value of “0”, data “00000000” may be provided as result data of the eighth STEP8 and the result data “00000000” of the eighth step STEP8 may be shifted by seven bits from a position of the result data “01010001” of the first step STEP1 in a direction of the MSB of the data “01010001”. Next, all of the result data of the first to eighth steps STEP1˜STEP8 may be added to generate the multiplication result data M_DA_1 of “0001111111110101”.

FIG. 16 is a block diagram illustrating a multiplication output compensation operation performed in the multiplication result compensator 421 of FIG. 8 when no error occurs in the multiplying calculation of FIG. 14 . In FIG. 16 , the same reference numerals as used in FIG. 8 denote the same elements. Referring to FIG. 16 , the multiplication result data M_DA_1 of “0001111111110101” output from the multiplier 411 may be stored into the register 421-1. The multiplication result data M_DA_1 of “0001111111110101” stored in the register 421-1 may be input to the output logic circuit 421-4. The second data DA2 of “01010001” may be stored into the shift register 421-2. Because the present embodiment corresponds to a case that no error exists in the first data, the error code EC of “00000000” may be input to the selector 421-3. The selector 421-3 may output the selection signal S_SELECT of “00” to the output logic circuit 421-4 to drive the output logic circuit 421-4 in the first output operation mode. The output logic circuit 421-4 may transmit the multiplication result data M_DA_1 of “0001111111110101” output from the register 421-1 to the adding block 430.

FIG. 17 is a block diagram illustrating an example of a multiplication output compensation operation performed in the multiplication result compensator 421 of FIG. 8 when an error occurs in the multiplying calculation of FIG. 14 , and FIG. 18 illustrates a process of an adding calculation of the multiplication result data M_DA_1 and the shifted second data SHIFT_DA2 in the multiplication output compensation operation shown in FIG. 17 . In FIG. 17 , the same reference numerals as used in FIG. 8 denote the same elements. First, referring to FIG. 17 , the multiplication result data M_DA_1 of “0001111111110101” output from the multiplier 411 may be stored into the register 421-1. The multiplication result data M_DA_1 of “0001111111110101” stored in the register 421-1 may be input to the output logic circuit 421-4. The second data DA2 of “01010001” may be stored into the shift register 421-2. It may be assumed that the present embodiment corresponds to a case that the first data are erroneous data and the error code EC is “00001000” indicating that a fourth bit of the first data is an erroneous bit. Because the fourth bit (i.e., the erroneous bit) of the first data has a value of “0”, the output logic circuit 421-4 may operate in the second output operation mode as described with reference to FIG. 9 .

The error code EC of “00001000” may be input to the selector 421-3. The selector 421-3 may output the shift signal S_SHIFT of “011” to the shift register 421-2 such that the shift register 421-2 shifts the second data DA2 of “01010001” stored in the shift register 421-2 by three bits in a direction from the LSB of the second data DA2 toward the MSB of the second data DA2. In addition, the selector 421-3 may output the selection signal S_SELECT of “01” to the output logic circuit 421-4 to drive the output logic circuit 421-4 in the second output operation mode. In the second output operation mode, the shift register 421-2 may shift the second data DA2 by three bits in a direction from the LSB of the second data DA2 toward the MSB of the second data DA2 in response to the shift signal S_SHIFT of “011” and may output the shifted second data SHIFT_DA2 of “01010001000” to the output logic circuit 421-4. The output logic circuit 421-4 may operate in the second output operation mode in response to the selection signal S_SELECT of “01”. Thus, as illustrated in FIG. 18 , the output logic circuit 421-4 may execute an adding calculation of the multiplication result data M_DA_1 of “0001111111110101” and the shifted second data SHIFT_DA2 of “01010001000” to generate and output the compensated multiplication result data C_M_DA_1 of “0010001001111101”.

FIG. 19 illustrates a process of a multiplication result data calculation when no error occurs in the multiplication output compensation operation of FIG. 17 . Referring to FIG. 19 , because the error code EC is “00001000”, a fourth bit of the first data DA1 may correspond to an erroneous bit. Thus, the first data DA1 before error occurrence may be “01101101”. If the ECC calculation is executed, the fourth erroneous bit of the first data DA1 may be corrected such that the first data DA1 are changed from the erroneous data of “01100101” into the corrected data of “01101101”. Accordingly, if the MAC calculation is executed after the ECC calculation is executed, the corrected first data DA1 of “01101101” and the second data DA2 of “01010001” may be used in the MAC calculation. The multiplying calculation of the corrected first data DA1 of “01101101” and the second data DA2 of “01010001” may be executed in the same way as the described with reference to FIG. 7 , thereby generating the multiplication result data M_DA_1 of “0010001001111101”. This multiplication result data M_DA_1 of “0010001001111101” may be the same as the compensated multiplication result data C_M_DA_1 of “0010001001111101” described with reference to FIGS. 17 and 18 . That is, even though an error exists in the first data DA1 like the present embodiment, the same data as the multiplication result data after error correction may be obtained by executing the compensating calculation after the multiplying calculation regardless of the ECC calculation.

FIG. 20 is a block diagram illustrating another example of a multiplication output compensation operation performed in the multiplication result compensator 421 of FIG. 8 when an error occurs in the multiplying calculation of FIG. 14 , and FIG. 21 illustrates a process of a subtracting calculation for subtracting the shifted second data SHIFT_DA2 from the multiplication result data M_DA_1 in the multiplication output compensation operation shown in FIG. 20 . In FIG. 20 , the same reference numerals as used in FIG. 8 denote the same elements. First, referring to FIG. 20 , the multiplication result data M_DA_1 of “0001111111110101” output from the multiplier 411 may be stored into the register 421-1. The multiplication result data M_DA_1 of “0001111111110101” stored in the register 421-1 may be input to the output logic circuit 421-4. The second data DA2 of “01010001” may be stored into the shift register 421-2. It may be assumed that the present embodiment corresponds to a case that the first data are erroneous data and the error code EC is “00000100” indicating that a third bit of the first data is an erroneous bit. Because the third bit (i.e., the erroneous bit) of the first data has a value of “1”, the output logic circuit 421-4 may operate in the third output operation mode as described with reference to FIG. 9 .

The error code EC of “00000100” may be input to the selector 421-3. The selector 421-3 may output the shift signal S_SHIFT of “010” to the shift register 421-2 such that the shift register 421-2 shifts the second data DA2 of “01010001” stored in the shift register 421-2 by two bits in a direction from the LSB of the second data DA2 toward the MSB of the second data DA2. In addition, the selector 421-3 may output the selection signal S_SELECT of “10” to the output logic circuit 421-4 to drive the output logic circuit 421-4 in the third output operation mode. In the third output operation mode, the shift register 421-2 may shift the second data DA2 by two bits in a direction from the LSB of the second data DA2 toward the MSB of the second data DA2 in response to the shift signal S_SHIFT of “010” and may output the shifted second data SHIFT_DA2 of “0101000100” to the output logic circuit 421-4. The output logic circuit 421-4 may operate in the third output operation mode in response to the selection signal S_SELECT of “10”. Thus, as illustrated in FIG. 21 , the output logic circuit 421-4 may execute a subtracting calculation for subtracting the shifted second data SHIFT_DA2 of “0101000100” from the multiplication result data M_DA_1 of “0001111111110101” to generate and output the compensated multiplication result data C_M_DA_1 of “0001111010110001”.

FIG. 22 illustrates a process of a multiplication result data calculation when no error occurs in the multiplication output compensation operation of FIG. 20 . Referring to FIG. 22 , because the error code EC is “00000100”, a third bit of the first data DA1 may correspond to an erroneous bit. Thus, the first data DA1 before error occurrence may be “01100001”. If the ECC calculation is executed, the third erroneous bit of the first data DA1 may be corrected such that the first data DA1 are changed from the erroneous data of “01100101” into the corrected data of “01100001”. Accordingly, if the MAC calculation is executed after the ECC calculation is executed, the corrected first data DA1 of “01100001” and the second data DA2 of “01010001” may be used in the MAC calculation. The multiplying calculation of the corrected first data DA1 of “01100001” and the second data DA2 of “01010001” may be executed in the same way as the described with reference to FIG. 7 , thereby generating the multiplication result data M_DA_1 of “0001111010110001”. This multiplication result data M_DA_1 of “0001111010110001” may be the same as the compensated multiplication result data C_M_DA_1 of “0001111010110001” described with reference to FIGS. 20 and 21 .

FIG. 23 is a timing diagram illustrating a MAC operation performed when an error occurs in the MAC mode of the PIM device 100. In FIG. 23 , a topmost timing diagram denotes a case that the ECC calculation and the MAC calculation are sequentially executed, and an intermediate timing diagram and a bottommost timing diagram denote a case that the ECC calculation and the MAC calculation are independently executed in parallel, respectively. Referring to FIG. 23 , the ECC calculation executed by the ECC logic circuit (300 of FIG. 4 ) may be executed from a first point in time “T1” till a fifth point in time “T5”. Specifically, a syndrome calculation may be executed from the first point in time “T1” till a third point in time “T3”, the syndrome may be decoded from the third point in time “T3” till a fourth point in time “T4”, and an error correction may be executed from the fourth point in time “T4” till the fifth point in time “T5”. The multiplying calculation of the MAC calculation may be executed from the fifth point in time “T5” when the ECC calculation terminates till a ninth point in time “T9”. In addition, the adding calculation of the MAC calculation may be executed from the ninth point in time “T9” till a tenth point in time “T10”. That is, in the event that the ECC calculation and the MAC calculation are sequentially executed, the MAC calculation may terminate at the tenth point in time “T10”.

In contrast, in the event that the ECC calculation and the MAC calculation are independently executed in parallel, the ECC calculation may be executed during the same period (from the first point in time “T1” till the fifth point in time “T5”) as the ECC calculation shown in the topmost timing diagram. However, the multiplying calculation of the MAC calculation may start from the first point in time “T1”. That is, the multiplying calculation may be executed during a period from the first point in time “T1” till the second point in time “T2”. In general, a time it takes the syndrome calculation of the ECC calculation to be executed may be longer than a time it takes the multiplying calculation of the MAC calculation to be executed. Thus, the second point in time “T2” when the multiplying calculation of the MAC calculation terminates may precede the third point in time “T3” when the syndrome calculation of the ECC calculation terminates. A multiplication result compensation calculation may be executed during a period from the fourth point in time “T4” when the syndrome decoding calculation terminates till a sixth point in time “T6”. As described with reference to FIGS. 8 and 9 , the multiplication result compensation calculation may be executed during a relatively short period because the multiplication result compensation calculation is achieved by a shift operation and an addition operation (or a subtraction operation) of the shift register. The adding calculation of the MAC calculation may be executed during a period from the sixth point in time “T6” when the multiplication result compensation calculation terminates till an eighth point in time “T8”. As a result, when the ECC calculation and the MAC calculation are independently executed in parallel like the present embodiment, it may be possible to reduce a calculation time by a period between the eighth point in time “T8” and the tenth point in time “T10” as compared with the case that the ECC calculation and the MAC calculation are sequentially executed.

FIG. 24 is a timing diagram illustrating a MAC operation performed when no error occurs in the MAC mode of the PIM device 100. In FIG. 24 , a topmost timing diagram denotes a case that the ECC calculation and the MAC calculation are sequentially executed, and an intermediate timing diagram and a bottommost timing diagram denote a case that the ECC calculation and the MAC calculation are independently executed in parallel, respectively. Referring to FIG. 24 , the case that ECC calculation and the MAC calculation are sequentially executed may be the same as described with reference to FIG. 23 . Thus, in such a case, the MAC calculation may terminate at the tenth point in time “T10”. The ECC calculation and the MAC calculation of the case that the ECC calculation and the MAC calculation are independently executed in parallel may also be the same as described with reference to FIG. 23 . However, when no error occurs as a result of the syndrome decoding calculation of the ECC calculation, the adding calculation of the MAC calculation may be executed during a period from the fourth point in time “T4” till the seventh point in time “T7” because the multiplication result compensation calculation is unnecessary for the MAC calculation. Thus, if the ECC calculation and the MAC calculation are independently executed in parallel and no error occurs as a result of the syndrome decoding calculation of the ECC calculation, it may be possible to reduce a calculation time by a period between the seventh point in time “T7” and the tenth point in time “T10” as compared with the case that the ECC calculation and the MAC calculation are sequentially executed.

FIG. 25 is a block diagram illustrating a configuration of a PIM device 100′ according to another embodiment of the present disclosure. In FIG. 25 , the same reference numerals as used in FIG. 4 denote the same elements. Thus, descriptions of the same elements as set forth with reference to FIG. 4 will be omitted or briefly mentioned to avoid duplicate descriptions. Referring to FIG. 25 , the PIM device 100′ may include an ECC logic circuit 800 corresponding to the ECC logic circuit 300 illustrated in FIG. 4 . The ECC logic circuit 800 may sequentially output an error signal EE and the error code EC in the MAC mode. The error signal EE may be a signal including only information on whether an error exists as a result of the ECC calculation. For example, the error signal EE having a value of “0” may indicate that no error occurs as a result of the ECC calculation, and the error signal EE having a value of “1” may indicate that an error occurs as a result of the ECC calculation. The ECC logic circuit 800 may output the error signal EE and may output the error code EC only when an error exists in the first data DA1 after outputting the error signal EE. As described with reference to FIG. 4 , the error code EC may include information on an error location.

The PIM device 100′ may include a MAC operator 900 corresponding to the MAC operator 400 illustrated in FIG. 4 , and the MAC operator 900 may include a multiplication result compensating circuit 920 corresponding to the multiplication result compensating circuit 420 illustrated in FIG. 4 . The multiplication result compensating circuit 920 may receive the error signal EE in addition to the error code EC from the ECC logic circuit 800. The multiplication result compensating circuit 920 may transmit the multiplication result data output from the multiplying block 410 to the adding block 430 without executing any compensating calculation when the error signal EE having a value of “0” is input to the multiplication result compensating circuit 920. In contrast, when the error signal EE having a value of “1” is input to the multiplication result compensating circuit 920 from the ECC logic circuit 800, the multiplication result compensating circuit 920 may execute a compensating calculation of the multiplication result data according to the error code EC input to the multiplication result compensating circuit 920 and may output the compensated multiplication result data to the adding block 430.

FIG. 26 is a block diagram illustrating a configuration of the ECC logic circuit 800 included in the PIM device 100′. The ECC logic circuit 800 includes a parity/syndrome generator 810, a syndrome decoder 820, and an error corrector 830. The ECC logic circuit 800 including the parity/syndrome generator 810, the syndrome decoder 820, and the error corrector 830 may perform the same operations as the ECC logic circuit 300 described with reference to FIGS. 4 and 5 during the read and write operations performed in the memory mode and during the write operation performed in the MAC mode. Thus, only the read operation of the ECC logic circuit 800 performed in the MAC mode will be described hereinafter. During the read operation in the MAC mode, the parity/syndrome generator 810 may receive the first data DA1<0:127> and the parity PA3<0:7> from the first storage region 200 to generate the syndrome SYN<0:7>. In general, while the syndrome SYN<0:7> is generated by the parity/syndrome generator 810, whether the first data DA1<0:127> are erroneous data may be discriminated. That is, if the syndrome SYN<0:7> is generated, information on whether an error exists in the first data DA1<0:127> may be obtained even though the error location is not found.

When no error exists in the first data DA1<0:127> as a result of the syndrome calculation, the parity/syndrome generator 810 may output the error signal EE having a value of “0”. In an embodiment, if the error signal EE has a value of “0”, the syndrome SYN<0:7> generated by the parity/syndrome generator 810 is not input to the syndrome decoder 820. In another embodiment, even though the syndrome SYN<0:7> is input to the syndrome decoder 820, no decoding calculation is executed by the syndrome decoder 820 and no error code EC<0:127> is generated by the syndrome decoder 820. When an error exists in the first data DA1<0:127> as a result of the syndrome calculation, the parity/syndrome generator 810 may output the error signal EE has a value of “1” and may output the syndrome SYN<0:7> to the syndrome decoder 820. The syndrome decoder 820 may generate and output the error code EC<0:127> indicating an error location based on the syndrome SYN<0:7>. The error code EC<0:127> output from the syndrome decoder 820 may be input to the multiplication result compensating circuit 920 of the MAC operator 900, as described with reference to FIG. 25 . The error corrector 830 may perform an error correction operation only in the memory mode and does not perform any error correction operation in the MAC mode.

FIG. 27 illustrates one of multiplication result compensators 921 constituting the multiplication result compensating circuit 920 included in the PIM device 100′. In the present embodiment, the multiplication result compensator 921 may correspond to one of the plurality of multiplication result compensators 421 constituting the multiplication result compensating circuit 420 described with reference to FIG. 6 . Referring to FIG. 27 , the multiplication result compensator 921 may be configured to include a register 921-1, a shift register 921-2, a selector 921-3, and an output logic circuit 921-4. The multiplication result data M_DA_1<0:15> output from the multiplier 411 of the multiplying block 410 may be stored into the register 921-1. The second data DA2<0:7> may be stored into the shift register 921-2. The second data DA2<0:7> stored in the shift register 921-2 may be shifted by a certain number of bits in a direction from the LSB toward the MSB of the second data DA2<0:7> in response to the shift signal S_SHIFT<0:2> output from the selector 921-3, and the shifted data of the second data DA2<0:7> may be output from the shift register 921-2. The number of bits by which the second data DA2<0:7> are shifted may be determined according to the shift signal S_SHIFT<0:2>.

The selector 921-3 may output the selection signal S_SELECT<0:1> to the output logic circuit 921-4 in response to the error signal EE output from the parity/syndrome generator 810 of the ECC logic circuit 800. In addition, the selector 921-3 may output the shift signal S_SHIFT<0:2> and the selection signal S_SELECT<0:1> to respective ones of the shift register 921-2 and the output logic circuit 921-4 in response to the error code EC<0:7> output from the syndrome decoder 820 of the ECC logic circuit 800. In an embodiment, the selection signal S_SELECT<0:1> may be a 2-bit binary stream. For example, when no error exists in the first data DA1 (i.e., the error signal EE having a value of “0” is input to the selector 921-3), the selector 921-3 may output the selection signal S_SELECT<0:1> of “00”. When an error exists in the first data DA1 and an adding calculation is required as the compensating calculation, the selector 921-3 may output the selection signal S_SELECT<0:1> of “01”. When an error exists in the first data DA1 and a subtracting calculation is required as the compensating calculation, the selector 921-3 may output the selection signal S_SELECT<0:1> of “10”.

The output logic circuit 921-4 may receive the multiplication result data M_DA_1<0:15> from the register 921-1. In addition, the output logic circuit 921-4 may receive the shifted second data SHIFT_DA2<0:7> from the shift register 921-2. When the error signal EE having a value of “0” is input to the selector 921-3 (i.e., no compensating calculation is required because no error occurs), the output logic circuit 921-4 does not receive the shifted second data SHIFT_DA2<0:7>. In such a case, the output logic circuit 921-4 may output the multiplication result data M_DA_1<0:15> without executing any compensating calculation of the multiplication result data M_DA_1<0:15> in response to the selection signal S_SELECT<0:1> of “00”. In contrast, when the error signal EE having a value of “1” and the error code EC<0:7> are input to the selector 921-3, the selector 921-3 may output the selection signal S_SELECT<0:1> of “01” or “10” and the output logic circuit 921-4 may execute an adding calculation of the multiplication result data M_DA_1<0:15> and the shifted second data SHIFT_DA2<0:7> or a subtracting calculation for subtracting the shifted second data SHIFT_DA2<0:7> from the multiplication result data M_DA_1<0:15> in response to the selection signal S_SELECT<0:1> of “01” or “10” to generate and output the compensated multiplication result data C_M_DA_1<0:15>.

FIG. 28 illustrates an operation of the multiplication result compensator 921 shown in FIG. 27 when no error occurs in the PIM device 100′. In FIG. 28 , the same reference numerals as used in FIG. 27 denote the same elements. In the present embodiment, it may be assumed that the first data DA1 are “01100101”, the second data DA2 are “01010001”, and the multiplication result data M_DA_1 output from the multiplier 411 of the multiplying block 410 are “0001111111110101” (see FIG. 14 ). Referring to FIG. 28 , the multiplication result data M_DA_1 of “0001111111110101” output from the multiplier 411 may be stored into the register 921-1. The multiplication result data M_DA_1 of “0001111111110101” stored in the register 921-1 may be input to the output logic circuit 921-4. The second data DA2 of “01010001” may be stored into the shift register 921-2. Because the present embodiment corresponds to a case that no error exists in the first data DA1, the error signal EE of “0” may be input to the selector 921-3. The selector 921-3 may output the selection signal S_SELECT of “00” to the output logic circuit 921-4 to drive the output logic circuit 921-4 in the first output operation mode. The output logic circuit 921-4 may transmit the multiplication result data M_DA_1 of “0001111111110101” output from the register 921-1 to the adding block 430.

FIG. 29 is a timing diagram illustrating a MAC operation performed when no error occurs in the MAC mode of the PIM device 100′. In FIG. 29 , a topmost timing diagram denotes a case that the ECC calculation and the MAC calculation are sequentially executed, and an intermediate timing diagram and a bottommost timing diagram denote a case that the ECC calculation and the MAC calculation are independently executed in parallel, respectively. Referring to FIG. 29 , the case that ECC calculation and the MAC calculation are sequentially executed may be the same as described with reference to FIG. 23 . Thus, in such a case, the MAC calculation may terminate at the tenth point in time “T10”. The ECC calculation and the MAC calculation of the case that the ECC calculation and the MAC calculation are independently executed in parallel may also be the same as described with reference to FIG. 23 . However, when no error occurs as a result of the syndrome decoding calculation of the ECC calculation (i.e., the error signal EE of “0” is generated), it may be unnecessary to execute the multiplication result compensation calculation. Thus, in such a case, an adding calculation of the MAC calculation may be executed during a period from the third point in time “T3” till the fourth point in time “T4” if a time it takes the adding calculation of the MAC calculation to be executed is equal to a time it takes the syndrome decoding calculation of the ECC calculation to be executed. Accordingly, if the ECC calculation and the MAC calculation are independently executed in parallel and no error occurs as a result of the syndrome decoding calculation of the ECC calculation, it may be possible to reduce a calculation time by a period between the fourth point in time “T4” and the tenth point in time “T10” as compared with the case that the ECC calculation and the MAC calculation are sequentially executed.

According to the embodiments described above, the ECC calculation and the MAC calculation for data output from the first storage region of the PIM device may be independently executed in parallel, and the multiplication result data may then be compensated only when an error exists in the data output from the first storage region. Thus, it may be possible to improve a calculation speed of the MAC operation performed in the PIM device.

FIG. 30 is a block diagram illustrating a configuration of a PIM device 10-3 according to an embodiment of the present disclosure. The PIM device 10-3 may include a first storage region having a plurality of memory banks (e.g., first to sixteenth memory banks BK0˜BK15), a plurality of MAC operators (e.g., first to eighth MAC operators MAC0˜MAC7), a plurality of ECC logic circuits (e.g., first to sixteenth ECC logic circuits ECC0˜ECC15), and a second storage region GB (corresponding to the global buffer GB illustrated in FIG. 3 ).

In an embodiment, the first storage region may be a memory region (e.g., a bank) of the PIM device 10-3. In contrast, the second storage region GB may be a buffer memory which is distinguished from the memory region corresponding to the first storage region of the PIM device 10-3. The PIM device 10-3 may further include a core circuit (corresponding to the core circuit described with reference to FIG. 2 ) disposed to be adjacent the first to sixteenth memory banks BK0˜BK15.

In an embodiment, the number of the MAC operators (e.g., the first to eighth MAC operators MAC0˜MAC7) may be equal to the number of the odd-numbered memory banks BK0, BK2, . . . , and BK14 or the even-numbered memory banks BK1, BK3, . . . , and BK15. The first memory bank BK0, the second memory bank BK1, and the first MAC operator MAC0 disposed between the first and second memory banks BK0 and BK1 may constitute a first MAC unit. Similarly, the fifteenth memory bank BK14, the sixteenth memory bank BK15, and the eighth MAC operator MAC7 disposed between the fifteenth and sixteenth memory banks BK14 and BK15 may constitute an eighth MAC unit. In an embodiment, a MAC unit may also include an ECC logic circuit. For example, the first memory bank BK0, the second memory bank BK1, the first ECC logic circuit ECC0 and the second ECC logic circuit ECC1 and the first MAC operator MAC0 disposed between the first and second ECC logic circuits ECC0 and ECC1 may constitute a first MAC unit. The first MAC operator MAC0 included in the first MAC unit may receive first data DA1_1 (i.e., a first group of first data) from the first memory bank BK0 included in the first MAC unit and first data DA1_2 (i.e., a second group of first data) from the second memory bank BK1 included in the first MAC unit. In each of the first to eighth MAC units, the MAC operator may receive the first data DA1_1 or DA1_2 from one of the odd-numbered memory banks BK0, BK2, . . . , and BK14 or one of the even-numbered memory banks BK1, BK3, . . . , and BK15. The first data DA1_1 stored in the first memory bank BK0 may be set to be the same data as the first data DA1_2 stored in the second memory bank BK1. Although the first data DA1_1 and the first data DA1_2 are the same data, the first data DA1_1 and the first data DA1_2 are indicated using different symbols to clearly describe operations of the PIM device 10-3.

In an embodiment, the PIM device 10-3 may be applicable to a neural network. In such a case, weight data necessary for the neural network calculation may be temporarily stored into the first storage region (e.g., the first and second memory banks BK0 and BK1), and vector data necessary for the neural network calculation may be stored into the second storage region GB. The first storage region may include the data storage region (210 of FIG. 4 ) and the parity storage region (220 of FIG. 4 ). That is, the first storage region of the PIM device 10-3 illustrated in FIG. 30 may be realized to have the same configuration as the first storage region 200 of the PIM device 100 illustrated in FIG. 4 . Thus, descriptions of the first storage region included in the PIM device 10-3 will be omitted hereinafter.

The PIM device 10-3 according to the present embodiment may operate in any one mode of the memory mode and the MAC mode. In the memory mode, the PIM device 10-3 may perform the same operations as general memory devices. The memory mode may include a memory read operation mode and a memory write operation mode. In the MAC mode, the PIM device 10-3 may perform a MAC operation using the first to eighth MAC operators MAC0˜MAC7. The PIM device 10-3 may perform a read operation for the outputting the first data DA1 (DA1_1 or DA1_2) from the memory bank BK0 or BK1 and for outputting second data DA2 from the second storage region GB corresponding to a global buffer in order to perform the MAC operation in the MAC mode. In addition, each of the first to eighth MAC operators MAC0˜MAC7 may perform the MAC operation of the first data DA1 and the second data DA2 to store the MAC result data into the first storage region or to output the MAC result data from the PIM device 10-3. In some embodiments, the PIM device 10-3 may perform a data write operation for storing data (e.g., the first data DA1) used for the MAC operation into the first storage region before the read operation for the MAC operation is performed.

The PIM device 10-3 may include the first to sixteenth ECC logic circuits ECC0, ECC1, . . . , and ECC15. The PIM device 10-3 according to the present embodiment may include a plurality of MAC Units, and the MAC Unit may include an ECC logic circuit. The first to sixteenth ECC logic circuits ECC0, ECC1, . . . , and ECC15 may perform the ECC operations for error correction during access to the first storage region. The first to sixteenth ECC logic circuits ECC0, ECC1, . . . , and ECC15 may perform the ECC operations prior to the MAC operation.

The ECC operation may include an ECC encoding operation, an ECC decoding operation. The ECC operation may be performed in the same ways as the ECC operation of the ECC logic circuit 300 illustrated in FIG. 4 , respectively. Thus, descriptions of the ECC operation performed in the present embodiment will be omitted hereinafter.

FIG. 31 illustrates the first ECC logic circuit ECC0, the second ECC logic circuit ECC1, and an error calculation result signal generation circuit 33 included in the PIM device 10-3 illustrated in FIG. 30 .

The first ECC logic circuit ECC0 may include a first error correction decision circuit 31-1 and a first error correction circuit 31-2.

The first error correction decision circuit 31-1 may determine whether to correct the error for the first data DA1_1 of the first memory bank BK0. The first error correction decision circuit 31-1 may count erroneous bits included in the first data DA1_1 of the first memory bank BK0. The first error correction decision circuit 31-1 may determine whether to correct the first data DA1_1 of the first memory bank BK0 by comparing the erroneous bit included in the first data DA1_1 of the first memory bank BK0 with the error correction capability. The first error correction decision circuit 31-1 may count the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 based on a syndrome generated using parity bits included in the first data DA1_1 of the first memory bank BK0 through the ECC decoding operation. The error correction capability may be set to the maximum number of erroneous bits that can be corrected by performing an error correction operation among bits included in data. The first error correction decision circuit 31-1 may generate a first error correction execution signal EDS<0> when the number of erroneous bits included in the first data DA1_1 does not exceed the error correction capability. The first error correction circuit 31-2 may correct an error included in the first data DA1_1 of the first memory bank BK0 when the first error correction execution signal EDS<0> is generated. The first error correction decision circuit 31-1 may generate a first error correction halt signal EDF<0> when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceed the error correction capability. When the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceed the error correction capability and the first error correction halt signal EDF<0> is generated, a second error correction decision circuit 32-1 may determine whether to correct the error for the first data DA1_2 of the second memory bank BK1.

The second ECC logic circuit ECC1 may include a second error correction decision circuit 32-1 and a second error correction circuit 32-2.

The second error correction decision circuit 32-1 may determine whether to correct the error for the first data DA1_2 of the second memory bank BK1. The second error correction decision circuit 32-1 may count erroneous bits included in the first data DA1_2 of the second memory bank BK1. The second error correction decision circuit 32-1 may determine whether to correct the first data DA1_2 of the second memory bank BK1 by comparing the erroneous bit included in the first data DA1_2 of the second memory bank BK1 with the error correction capability. The second error correction decision circuit 32-1 may count the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 based on a syndrome generated using parity bits included in the first data DA1_2 of the second memory bank BK1 through the ECC decoding operation. The second error correction decision circuit 32-1 may generate a second error correction execution signal EDS<1>when the number of erroneous bits included in the first data DA1_2 does not exceed the error correction capability. The second error correction circuit 32-2 may correct an error included in the first data DA1_2 of the second memory bank BK1 when the second error correction execution signal EDS<1> is generated. The second error correction decision circuit 32-1 may generate a second error correction halt signal EDF<1> when the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 exceed the error correction capability.

The error calculation result signal generation circuit 33 may be realized using an AND gate 33<1>. The error calculation result signal generation circuit 33 may generate a first error calculation result signal ECR<0> having a logic “high” level when the first error correction halt signal EDF<0> and the second error correction halt signal EDF<1> are respectively generated to have a logic “high” level. The first error calculation result signal ECR<0> may be set as a signal which is enabled to have a logic “high” level when the number of erroneous bits of the first data DA1_1 of the first memory bank BK0 and the number of erroneous bits of the first data DA1_2 of the second memory bank BK1 exceed the error correction capability. When the first error calculation result signal ECR<0> is enabled at the logic “high” level, the MAC operation for the first MAC unit is not performed and the first error calculation result signal ECR<0> is output to the host. The first error calculation result signal ECR<0> may be transferred to a host coupled to the PIM device 10-3.

FIG. 32 illustrates a configuration of the first MAC operator MAC0 included in the MAC unit of the PIM device 10-3 shown in FIG. 30 . The first MAC operator MAC0 illustrated in FIG. 32 may include a data transfer circuit 41-1 and a MAC circuit 41-2.

The data transfer circuit 41-1 may be realized using an AND gate 41<1> and transfer gates 41<2> and 41<3>.

The data transfer circuit 41-1 may output the first data DA1_1 of the first memory bank BK0 as transferred data TD when the first error correction execution signal EDS<0> is generated to have a logic “high” level. The data transfer circuit 41-1 may output the first data DA1_2 of the second memory bank BK1 as the transferred data TD when the first error correction halt signal EDF<0> is generated to have a logic “high” level and the second error correction execution signal EDS<1> is generated to have a logic “high” level.

The MAC circuit 41-2 may receive the second data DA2 from the second storage region GB and the transferred data TD from the data transfer circuit 41-1 to perform the MAC operation. The MAC circuit 41-2 may perform the MAC operation based on the first error calculation result signal ECR<0>. The MAC circuit 41-2 does not perform the MAC operation when the first error calculation result signal ECR<0> having a logic “high” level is input to the MAC circuit 41-2. When the first error calculation result signal ECR<0> having a logic “low” level (i.e., disabled) is input to the MAC circuit 41-2, the MAC circuit 41-2 may perform the MAC operation to generate a first MAC calculation result signal MCR<0>.

In an embodiment, the first MAC operator MAC0 may perform the MAC operation using the first data DA1_1 of the first memory bank BK0 (acting as a main bank) when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 does not exceed the error correction capability. When the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceed the error correction capability and the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 does not exceed the error correction capability, the first MAC operator MAC0 may perform the MAC operation using the first data DA1_2 of the second memory bank BK1 (corresponding to a sub-bank). When the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceed the error correction capability and the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 exceed the error correction capability, no MAC operation is performed by the first MAC operator MAC0.

The MAC operation of the first MAC unit included in the PIM device 10-3 illustrated in FIG. 30 will be described hereinafter with reference to FIG. 33 .

The MAC operation may include a MAC operation entry step 410B, a first memory bank(main bank) error correction decision step 420B, a first memory bank(main bank) MAC operation step 430B, a second memory bank(sub-bank) error correction decision step 440B, a second memory bank(sub-bank) MAC operation step 450B, and an error calculation result output step 460B.

The MAC operation entry step 410B may be a step of entering the MAC operation based on a command output from an external device, for example, a PIM controller coupled to the PIM device 10-3.

The first memory bank(main bank) error correction decision step 420B may be set as a step of determining whether to correct the error for the first data DA1_1 of the first memory bank (BK0 of FIG. 30 ) acting as a main bank. At the first memory bank(main bank) error correction decision step 420B, the first ECC logic circuit ECC0 may count erroneous bits included in the first data DA1_1 of the first memory bank BK0. The first ECC logic circuit ECC0 may determine whether to correct the first data DA1_1 of the first memory bank BK0 by comparing the erroneous bit included in the first data DA1_1 of the first memory bank BK0 with the error correction capability. At the first memory bank(main bank) error correction decision step 420B, when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 does not exceed the error correction capability, the first ECC logic circuit ECC0 may perform error correction on the first data DA1_1 of the first memory bank BK0 and may enter the first memory bank(main bank) MAC operation step 430B (i.e., Y). At the first memory bank(main bank) error correction decision step 420B, when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceed the error correction capability, the second memory bank(sub-bank) error correction decision step 440B (i.e., N) may be entered.

At the first memory bank(main bank) MAC operation step 430B, the first MAC operator MAC0 may perform the MAC operation for the first data DA1_1 of the first memory bank BK0 to generate the first MAC calculation result signal MCR<0>.

The second memory bank(sub-bank) error correction decision step 440B, may be set as a step of determining whether to correct the error for the first data DA1_2 of the second memory bank (BK1 of FIG. 30 ) acting as a sub-bank. At the second memory bank(sub-bank) error correction decision step 440B, the second ECC logic circuit ECC1 may count erroneous bits included in the first data DA1_2 of the second memory bank BK1. The second ECC logic circuit ECC1 may determine whether to correct the first data DA1_2 of the second memory bank BK1 by comparing the erroneous bit included in the first data DA1_2 of the second memory bank BK1 with the error correction capability. At the second memory bank(sub-bank) error correction decision step 440B, when the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 does not exceed the error correction capability, the second ECC logic circuit ECC1 may perform error correction on the first data DA1_2 of the second memory bank BK1 and may enter the second memory bank(sub bank) MAC operation step 450B (i.e., Y). At the second memory bank(sub-bank) error correction decision step 440B, when the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 exceed the error correction capability, the error calculation result output step 460B (i.e., N) may be entered.

At the second memory bank(sub bank) MAC operation step 450B, the first MAC operator MAC0 may perform the MAC operation for the first data DA1_2 of the second memory bank BK1 to generate the first MAC calculation result signal MCR<0>.

The error calculation result output step 460B may be a step of generating the first error calculation result signal ECR<0> from the first error correction halt signal EDF<0> and the second error correction halt signal EDF<1>. The first error correction halt signal EDF<0> may be generated when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceed the error correction capability. The second error correction halt signal EDF<1> may be generated when the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 exceed the error correction capability. When the first error calculation result signal ECR<0> is enabled at the logic “high” level, the MAC operation for the first MAC unit is not performed and the first error calculation result signal ECR<0> is output to the host.

FIG. 34 is a block diagram illustrating a configuration of a PIM device 10-4 according to another embodiment of the present disclosure. The PIM device 10-4 may include a first storage region having a plurality of memory banks (e.g., first to sixteenth memory banks BK0˜BK15), a plurality of MAC operators (e.g., first to sixteenth MAC operators MAC0˜MAC15), a plurality of ECC logic circuits (e.g., first to sixteenth ECC logic circuits ECC0˜ECC15), and a second storage region GB (corresponding to the global buffer GB illustrated in FIG. 3 ).

In an embodiment, the first storage region may be a memory region (e.g., a bank) of the PIM device 10-4. In contrast, the second storage region GB may be a buffer memory which is distinguished from the memory region corresponding to the first storage region of the PIM device 10-4. The PIM device 10-4 may further include a core circuit (corresponding to the core circuit described with reference to FIG. 2 ) disposed to be adjacent the first to sixteenth memory banks BK0˜BK15.

In an embodiment, the number of the MAC operators (e.g., the first to sixteenth MAC operators MAC0˜MAC15) may be equal to the number of the memory banks (e.g., the first to sixteenth memory banks BK0˜BK15). The first memory bank BK0, the second memory bank BK1, and the first and second MAC operators MAC0 and MAC1 disposed between the first and second memory banks BK0 and BK1 may constitute a first MAC unit. In an embodiment, a MAC unit may also include an ECC logic circuit. For example, the first memory bank BK0, the second memory bank BK1, the first ECC logic circuit ECC0 and the second ECC logic circuit ECC1 and the first and second MAC operators MAC0 and MAC1 disposed between the first and second ECC logic circuits ECC0 and ECC1 may constitute a first MAC unit. Similarly, the fifteenth memory bank BK14, the sixteenth memory bank BK15, and the fifteenth and sixteenth MAC operators MAC14 and MAC15 disposed between the fifteenth and sixteenth memory banks BK14 and BK15 may constitute an eighth MAC unit. The first MAC operator MAC0 included in the first MAC unit may receive first data DA1_1 (i.e., a first group of first data) from the first memory bank BK0 included in the first MAC unit and second data DA2 from the second storage region GB. The second MAC operator MAC1 included in the first MAC unit may receive first data DA1_2 (i.e., a second group of first data) from the second memory bank BK1 included in the first MAC unit and the second data DA2 from the second storage region GB. Each of the first to sixteenth MAC operators MAC0˜MAC15 may perform the arithmetic operation even though the number of erroneous bits included in the first data DA1_1 and the number of erroneous bits included in the first data DA1_2 exceed the error correction capability. The first data DA1_1 stored in the first memory bank BK0 may be set to be the same data as the first data DA1_2 stored in the second memory bank BK1. Although the first data DA1_1 and the first data DA1_2 are the same data, the first data DA1_1 and the first data DA1_2 are indicated using different symbols to clearly describe operations of the PIM device 10-4.

In an embodiment, the PIM device 10-4 may be applicable to a neural network. In such a case, weight data necessary for the neural network calculation may be stored into the first storage region (e.g., the first and second memory banks BK0 and BK1), and vector data necessary for the neural network calculation may be temporarily stored into the second storage region GB. The first storage region may include the data storage region (210 of FIG. 4 ) and the parity storage region (220 of FIG. 4 ). That is, the first storage region of the PIM device 10-4 illustrated in FIG. 34 may be realized to have the same configuration as the first storage region 200 of the PIM device 100 illustrated in FIG. 4 . Thus, descriptions of the first storage region included in the PIM device 10-4 will be omitted hereinafter.

The PIM device 10-4 illustrated in FIG. 34 is different from the PIM device 10-3 illustrated in FIG. 30 in terms of the number of the MAC operators, but the PIM device 10-4 may perform substantially the same MAC operation as the PIM device 10-3. Thus, detailed operations of the PIM device 10-4 will be omitted hereinafter.

FIG. 35 illustrates the first ECC logic circuit ECC0, the second ECC logic circuit ECC1, a flag signal generation circuit 53, a report control circuit 54, the first MAC operator MAC0, and the second MAC operator MAC1 included in the PIM device 10-4 illustrated in FIG. 34 .

The first ECC logic circuit ECC0 and the second ECC logic circuit ECC1 illustrated in FIG. 35 may perform substantially the same operations as the ECC logic circuit ECC0 and the second ECC logic circuit ECC1 illustrated in FIG. 31 except that the first ECC logic circuit ECC0 and the second ECC logic circuit ECC1 illustrated in FIG. 35 output corrected data of the first data DA1_1 and DA1_2 as first corrected data CD1_1 and CD1_2. Thus, detailed descriptions of the first ECC logic circuit ECC0 and the second ECC logic circuit ECC1 illustrated in FIG. 35 will be omitted hereinafter.

The flag signal generation circuit 53 may be realized using NOR gates 53<1> and 53<2>. The flag signal generation circuit 53 may generate a flag signal FLAG having a logic “low” level when the first error correction halt signal EDF<0> having a logic “high” level is input to the flag signal generation circuit 53. The flag signal generation circuit 53 may generate the flag signal FLAG having a logic “high” level when the second error correction halt signal EDF<1> having a logic “high” level is input to the flag signal generation circuit 53. The flag signal generation circuit 53 may generate the flag signal FLAG having a logic “low” level when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceeds the error correction capability. The flag signal generation circuit 53 may generate the flag signal FLAG having a logic “high” level when the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 exceed the error correction capability.

The report control circuit 54 may be realized using an AND gate 54<1>. The report control circuit 54 may generate a report signal REPORT having a logic “high” level when both of the first error correction halt signal EDF<0> and the second error correction halt signal EDF<1> are generated to have a logic “high” level. The report signal REPORT may be set as a signal which is enabled to have a logic “high” level when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceed the error correction capability and the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 exceed the error correction capability. The report signal REPORT may be transmitted to a host coupled to the PIM device 10-4. When the report signal REPORT having a logic “high” level is input to the host, the host may perform an error correction operation for the first data DA1_1 of the first memory bank BK0 and the first data DA1_2 of the second memory bank BK1 instead of the PIM device 10-4. The host may include a circuit that receives the report signal REPORT to execute an instruction for controlling the error correction operation.

The first MAC operator MAC0 may receive the first data DA1_1 including erroneous bits from the first memory bank BK0 to perform the MAC operation. The first MAC operator MAC0 may receive the first corrected data CD1_1 from a first error correction circuit 51-2 of the first ECC logic circuit ECC0 to perform the MAC operation. The first MAC operator MAC0 may output the first MAC calculation result signal MCR<0> to the host when the flag signal FLAG having a logic “high” level is input to the first MAC operator MAC0. The first MAC operator MAC0 may inhibit the first MAC calculation result signal MCR<0> from being output when the report signal REPORT having a logic “high” level is input to the first MAC operator MAC0.

The second MAC operator MAC1 may receive the first data DA1_2 including erroneous bits from the second memory bank BK1 to perform the MAC operation. The second MAC operator MAC1 may receive the first corrected data CD1_2 from a second error correction circuit 52-2 of the second ECC logic circuit ECC1 to perform the MAC operation. The second MAC operator MAC1 may output the second MAC calculation result signal MCR<1> to the host when the flag signal FLAG having a logic “low” level is input to the second MAC operator MAC1. The second MAC operator MAC1 may inhibit the second MAC calculation result signal MCR<1> from being output when the report signal REPORT having a logic “high” level is input to the second MAC operator MAC1.

The MAC operation of the first MAC unit included in the PIM device 10-4 illustrated in FIG. 34 will be described hereinafter with reference to FIG. 36 .

The MAC operation may include a MAC operation entry step 410-1, a MAC operation step 420-1, and a MAC calculation result output step 430-1.

The MAC operation entry step 410-1 may be a step of entering the MAC operation based on a command output from an external device, for example, a PIM controller coupled to the PIM device 10-4.

The MAC operation step 420-1 may include a first memory bank(main bank) error correction decision step 420-11, a second memory bank(sub-bank) error correction decision step 420-12, a flag signal generation step 420-13, and a MAC arithmetic execution step 420-14.

The first memory bank(main bank) error correction decision step 420-11 may be set as a step of determining whether to correct the error for the first data DA1_1 of the first memory bank (BK0 of FIG. 34 ) acting as a main bank. At the first memory bank(main bank) error correction decision step 420-11, the first ECC logic circuit ECC0 may count erroneous bits included in the first data DA1_1 of the first memory bank BK0. The first ECC logic circuit ECC0 may determine whether to correct the first data DA1_1 of the first memory bank BK0 by comparing the erroneous bit included in the first data DA1_1 of the first memory bank BK0 with the error correction capability. At the first memory bank(main bank) error correction decision step 420-11, when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 does not exceed the error correction capability, the first ECC logic circuit ECC0 may perform error correction on the first data DA1_1 of the first memory bank BK0. At the first memory bank(main bank) error correction decision step 420-11, when the number of erroneous bits included in the first data DA1_1 of the first memory bank BK0 exceed the error correction capability, the first ECC logic circuit ECC0 may generate the first error correction halt signal EDF<0>. After the first error correction halt signal EDF<0> is generated at the first memory bank(main bank) error correction decision step 420-11, the flag signal generation step 420-13 and the MAC arithmetic execution step 420-14 may be executed.

The second memory bank(sub bank) error correction decision step 420-12 may be set as a step of determining whether to correct the error for the first data DA1_2 of the second memory bank (BK1 of FIG. 34 ) acting as a sub bank.

At the second memory bank(sub bank) error correction decision step 420-12, the second ECC logic circuit ECC1 may count erroneous bits included in the first data DA1_2 of the second memory bank BK1. The second ECC logic circuit ECC1 may determine whether to correct the first data DA1_2 of the second memory bank BK1 by comparing the erroneous bit included in the first data DA1_2 of the second memory bank BK1 with the error correction capability. At the second memory bank(sub bank) error correction decision step 420-12, when the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 does not exceed the error correction capability, the second ECC logic circuit ECC1 may perform error correction on the first data DA1_2 of the second memory bank BK1. At the second memory bank(sub bank) error correction decision step 420-12, when the number of erroneous bits included in the first data DA1_2 of the second memory bank BK1 exceed the error correction capability, the second ECC logic circuit ECC1 may generate the second error correction halt signal EDF<1>. After the second error correction halt signal EDF<1> is generated at the second memory bank(sub bank) error correction decision step 420-12, the flag signal generation step 420-13 and the MAC arithmetic execution step 420-14 may be executed.

The flag signal generation step 420-13 may be a step of generating the flag signal FLAG from the first error correction halt signal EDF<0> and the second error correction halt signal EDF<1>. At the flag signal generation step 420-13, the flag signal generation circuit (53 of FIG. 35 ) may generate the flag signal FLAG having a logic “low” level when the first error correction halt signal EDF<0> input to the flag signal generation circuit (53 of FIG. 35 ) has a logic “high” level. At the flag signal generation step 420-13, the flag signal generation circuit (53 of FIG. 35 ) may generate the flag signal FLAG having a logic “high” level when the second error correction halt signal EDF<1> input to the flag signal generation circuit (53 of FIG. 35 ) has a logic “high” level.

The MAC arithmetic execution step 420-14 may be a step of executing the MAC operation for the first data DA1_1 of the first memory bank BK0 and the MAC operation for the first data DA1_2 of the second memory bank BK1. At the MAC arithmetic execution step 420-14, the first MAC operator (MAC0 of FIG. 35 ) may perform the MAC operation for the first data DA1_1 including at least one erroneous bit and the first corrected data CD1_1 to generate the first MAC calculation result signal MCR<0>. At the MAC arithmetic execution step 420-14, the second MAC operator (MAC1 of FIG. 35 ) may perform the MAC operation for the first data DA1_2 including at least one erroneous bit and the first corrected data CD1_2 to generate the second MAC calculation result signal MCR<1>.

The MAC calculation result output step 430-1 may include a MAC read entry step 430-11, a first memory bank(main bank) flag signal detection step 430-12, a first MAC calculation result signal output step 430-13, a second memory bank(sub-bank) flag signal detection step 430-14, a second MAC calculation result signal output step 430-15, and a report step 430-16.

The MAC read entry step 430-11 may be a step of entering a MAC read operation based on a command output from an external device, for example, a PIM controller coupled to the PIM device 10-4.

The first memory bank(main bank) flag signal detection step 430-12 may be a step of determining whether a logic level of the flag signal FLAG is a logic “high” level. When the flag signal FLAG has a logic “high” level at the first memory bank(main bank) flag signal detection step 430-12, the first MAC calculation result signal output step 430-13 may be executed (i.e., Y). When the flag signal FLAG does not have a logic “high” level at the first memory bank(main bank) flag signal detection step 430-12, the second memory bank(sub-bank) flag signal detection step 430-14 may be executed (i.e., N).

The first MAC calculation result signal output step 430-13 may be a step of transmitting the first MAC calculation result signal MCR<0> generated at the MAC arithmetic execution step 420-14 to a host or a PIM controller when the flag signal FLAG has a logic “high” level.

The second memory bank(sub-bank) flag signal detection step 430-14 may be a step of determining whether a logic level of the flag signal FLAG is a logic “low” level. When the flag signal FLAG has a logic “low” level at the second memory bank(sub-bank) flag signal detection step 430-14, the second MAC calculation result signal output step 430-15 may be executed (i.e., Y). When the flag signal FLAG does not have a logic “low” level at the sub-bank flag signal detection step 430-14, the report step 430-16 may be executed (i.e., N).

The second MAC calculation result signal output step 430-15 may be a step of transmitting the second MAC calculation result signal MCR<1> generated at the MAC arithmetic execution step 420-14 to a host or a PIM controller when the flag signal FLAG has a logic “low” level.

The report step 430-16 may be a step of generating the report signal REPORT from the first error correction halt signal EDF<0> and the second error correction halt signal EDF<1> and outputting the report signal REPORT to the host. At the report step 430-16, the report control circuit (54 of FIG. 35 ) may generate the report signal REPORT having a logic “high” level when both of the first error correction halt signal EDF<0> and the second error correction halt signal EDF<1> have a logic “high” level. When the report signal REPORT is generated to have a logic “high” level at the report step 430-16, the host may perform the error correction operation for the first data DA1_1 of the first memory bank BK0 and the first data DA1_2 of the second memory bank BK1 instead of the PIM device 10-4. When the report signal REPORT is generated to have a logic “high” level at the report step 430-16, the first MAC operator MAC0 may inhibit the first MAC calculation result signal MCR<0> from being output and the second MAC operator MAC1 may inhibit the second MAC calculation result signal MCR<1> from being output.

FIG. 37 is a block diagram illustrating a configuration of a PIM device 10-5 according to an embodiment of the present disclosure. The PIM device 10-5 may include a first storage region having a plurality of memory banks (e.g., first to sixteenth memory banks BK0˜BK15), a plurality of MAC operators (e.g., first to eighth MAC operators MAC0˜MAC7), a plurality of CRC logic circuits (e.g., first to sixteenth CRC logic circuits CRC0˜CRC15), and a second storage region GB (corresponding to the global buffer GB illustrated in FIG. 3 ).

The PIM device 10-5 illustrated in FIG. 37 may have substantially the same configuration as the PIM device 10-3 illustrated in FIG. 30 except that the PIM device 10-5 employs the first to sixteenth CRC logic circuits CRC0˜CRC15 instead of the first to sixteenth ECC logic circuits ECC0˜ECC15 included in the PIM device 10-3. Thus, detailed descriptions of the PIM device 10-5 will be omitted hereinafter.

The PIM device 10-5 may include the first to sixteenth CRC logic circuits CRC0˜CRC15, as described above. The first to sixteenth CRC logic circuits CRC0˜CRC15 may perform an error detection operation for detecting the presence or absence of an error in the first storage region during access to the first storage region. The first to sixteenth CRC logic circuits CRC0˜CRC15 may perform the error detection operation prior to the MAC operation. Each of the first to sixteenth CRC logic circuits CRC0˜CRC15 may be realized to have a configuration that is appropriate for execution of the error detection operation. Each of the first to sixteenth CRC logic circuits CRC0˜CRC15 may perform the error detection operation for detecting the presence or absence of an error in the first data of the first memory bank0 DA1_1 or the first data of the second memory bank DA1_2 using a cyclic redundancy check (CRC) scheme.

FIG. 38 is a block diagram illustrating a configuration of a PIM device 10-6 according to an embodiment of the present disclosure. The PIM device 10-6 may include a first storage region having a plurality of memory banks (e.g., first to sixteenth memory banks BK0˜BK15), a plurality of MAC operators (e.g., first to sixteenth MAC operators MAC0˜MAC15), a plurality of CRC logic circuits (e.g., first to sixteenth CRC logic circuits CRC0˜CRC15), and a second storage region GB (corresponding to the global buffer GB illustrated in FIG. 3 ).

The PIM device 10-6 illustrated in FIG. 38 may have substantially the same configuration as the PIM device 10-4 illustrated in FIG. 34 except that the PIM device 10-6 employs the first to sixteenth CRC logic circuits CRC0˜CRC15 instead of the first to sixteenth ECC logic circuits ECC0˜ECC15 included in the PIM device 10-4. Thus, detailed descriptions of the PIM device 10-6 will be omitted hereinafter.

The PIM device 10-6 may include the first to sixteenth CRC logic circuits CRC0˜CRC15, as described above. The first to sixteenth CRC logic circuits CRC0˜CRC15 illustrated in FIG. 38 may perform the same operations as the first to sixteenth CRC logic circuits CRC0˜CRC15 illustrated in FIG. 37 . Thus, detailed descriptions of the first to sixteenth CRC logic circuits CRC0˜CRC15 illustrated in FIG. 38 will be omitted in the present embodiment.

According to various embodiments described above, a PIM device may correct an error of weight data using an ECC logic circuit and may perform a MAC operation using the errorless weight data to improve the reliability of a MAC calculation result.

FIG. 39 is a block diagram illustrating a configuration of a PIM device 100A according to an embodiment of the present disclosure. The PIM device 100A may include a first storage region 200A, an ECC logic circuit 300A, an error accumulation detection circuit 400A, a MAC operator 500A, and a second storage region 600A.

The PIM device 100A may be applicable to a neural network. In such a case, weight data necessary for a neural network calculation may be stored into the first storage region 200A, and vector data necessary for the neural network calculation may be temporarily stored into the second storage region 600A. The first storage region 200A may correspond to a memory region (e.g., a bank) of the PIM device 100A. In contrast, the second storage region 600A may be a buffer memory which is distinguished from the memory region of the PIM device 100A. The first storage region 200A may include a data storage region 210A and a parity storage region 220A. The first storage region 200A may have the same configuration as the first storage region 200A described with reference to FIG. 4 . Thus, detailed descriptions of the first storage region 200A will be omitted in the present embodiment. The second storage region 600A may have the same configuration as the global buffer GB described with reference to FIG. 3 . Thus, detailed descriptions of the second storage region 600A will be omitted in the present embodiment.

The ECC logic circuit 300A may perform an ECC operation for error correction during access to the first storage region 200A. The ECC operation may include an ECC encoding operation, an ECC decoding operation, and an error correction decision operation. The ECC encoding operation may be performed while data W_DA is written into the first storage region 200A. The ECC encoding operation may include an operation generating a parity PA1 for the write data W_DA. The write data W_DA may be stored into the data storage region 210A of the first storage region 200A. The parity PA1 generated by the ECC encoding operation may be stored into the parity storage region 220A of the first storage region 200A. The ECC decoding operation may be performed while read data R_DA is output from the first storage region 200A. The ECC decoding operation may include an operation for generating a syndrome using a parity PA2 of the read data R_DA, an operation for finding out an error location of the read data R_DA using the syndrome, and an operation for correcting an error located at the error location. Prior to the operation for correcting an error, an error correction decision operation of determining error correction for an erroneous bit included in the data may be included. The error correction decision operation may count the number of bits of an error included in the first data DA1 of the first storage region 200A. The error correction decision operation may determine whether to correct the error of the first data DA1 of the first storage region 200A by comparing the number of bits of the counted error with the error correction capability. The error correction decision operation may count the number of erroneous bits included in the first data DA1 of the first storage region 200A based on the syndrome generated by using the parity bits included in the first data DA1 of the first storage region 200A. The ECC logic circuit 300A may control the MAC operator 500A to perform a MAC operation when the number of erroneous bits included in the first data DA1 of the first storage region 200A does not exceed the error correction capability and error correction is possible. The ECC logic circuit 300A may control the MAC operator 500A to not perform a MAC operation when the number of erroneous bits included in the first data DA1 of the first storage region 200A exceeds the error correction capability and error correction is impossible. The ECC logic circuit 300A may generate the error correction fail signal ECF which is enabled when the number of erroneous bits included in the write data W_DA or the first data DA1 exceed the error correction capability during the error correction decision operation.

The error accumulation detection circuit 400A may generate an error accumulation signal EC_ACC<1:N> that is counted by a pulse of the error correction fail signal ECF.

The MAC operator 500A may perform the MAC operation in the MAC mode of the PIM device 100A to generate MAC calculation result data(MAC CALCULATION RESULT DATA). The MAC operator 500A may receive the first data DA1 of the first storage region 200A and the second data DA2 of the second storage region 600A and generate the MAC calculation result data based on a result of performing the MAC operation.

FIG. 40 illustrates the error accumulation detection circuit 400A included in the PIM device 100A. Referring to FIG. 40 , the error accumulation detection circuit 400A may be realized using a counter 410A.

The error accumulation detection circuit 400A may generate the error accumulation signal EC_ACC<1:N> which is counted by a power source voltage VDD when the pulse of the error correction fail signal ECF is input to the error accumulation detection circuit 400A. The error accumulation detection circuit 400A may generate the error accumulation signal EC_ACC<1:N> which is counted up whenever the pulse of the error correction fail signal ECF is input to the error accumulation detection circuit 400A. When the error accumulation signal EC_ACC<1:N> generated by the error accumulation detection circuit 400A is up-counted once, it can be seen that the number of error correction failures through the ECC logic circuit 300A increases once. The number “N” of bits included in the error accumulation signal EC_ACC<1:N> may be set to be different according to the embodiments. The error accumulation detection circuit 400A may output the error accumulation signal EC_ACC<1:N> to a host or a PIM controller based on a specific command (e.g., a MAC read command) output from the PIM controller. The host or the PIM controller may change a storage location of data DA for which error correction is impossible based on the error accumulation signal EC_ACC<1:N>. The host or the PIM controller may manage the number of times of the error correction failure of the data DA based on the error accumulation signal EC_ACC<1:N>. Although FIG. 40 illustrates an example that the error accumulation detection circuit 400A is realized using one counter, the present disclosure is not limited to the example of FIG. 40 . For example, in some other embodiments, the error accumulation detection circuit 400A may be realized using a plurality of flip-flops to generate multiple error accumulation signals.

FIG. 41 is a flowchart illustrating a method of performing a MAC arithmetic operation of a PIM device according to an embodiment of the present disclosure.

The method of performing a MAC arithmetic operation of a PIM device may include command and address input step 511A, MAC arithmetic operation detection step 512A, memory mode operation step 513A, error correction capability detection step 514A, error correction step 515A, MAC arithmetic operation execution step 516A, operation end step 517A, error accumulation signal output step 518A, first data DA1_NEW copy step 519A, and first data DA1_NEW storage step 520A.

The command and address input step 511A may be set as step of inputting the command CMD and the address ADD to the PIM device 100A (see FIG. 39 ) from the PIM controller 20 (see FIG. 1 ).

The MAC arithmetic operation detection step 512A may be set as step of determining whether the command CMD has a logic level combination for performing the MAC arithmetic operation. When it is determined at the MAC arithmetic operation detection step 512A that the command CMD has a logic level combination for performing the MAC arithmetic operation (YES), the PIM device 100A (see FIG. 39 ) may enter the error correction capability detection step 514A. When it is determined at the MAC arithmetic operation detection step 512A that the command CMD does not have a logic level combination for performing the MAC arithmetic operation (NO), the PIM device 100A (see FIG. 39 ) may enter the memory mode operation step 513A.

The memory mode operation step 513A may be set as step of performing the same operation as a general memory device. At the memory mode operation step 513A, the PIM device 100A (see FIG. 39 ) may perform a memory read operation and a memory write operation. After the memory read operation and the memory write operation are performed at the memory mode operation step 513A, the process may proceed to the operation end step 517A.

The error correction capability detection step 514A may be set as step of detecting error correction capability for the first data DA1 when the command CMD has a logic level combination for performing the MAC arithmetic operation. When it is detected at the error correction capability detection step 514A that the number of erroneous bits included in the first data DA1 exceeds the error correction capability (YES), the process may proceed to the error accumulation signal output step 518A. When it is detected at the error correction capability detection step 514A that the number of erroneous bits included in the first data DA1 exceeds the error correction capability (YES), the ECC logic circuit 300A (see FIG. 39 ) may generate the error correction fail signal ECF. At the error correction capability detection step 514A, the error accumulation detection circuit 400A (see FIG. 39 ) may generate the error accumulation signal EC_ACC<1:N> which is counted by the error correction fail signal ECF. When it is detected at the error correction capability detection step 514A that the number of erroneous bits included in the first data DA1 is equal to or less than the error correction capability (NO), the process may proceed to the error correction step 515A. The first data DA1 may be set as weight data.

The error correction step 515A may be set as step of correcting an error, included in the first data DA1, in the ECC logic circuit 300A (see FIG. 39 ) when the number of erroneous bits included in the first data DA1 is equal to or less than the error correction capability. At the error correction step 515A, the ECC logic circuit 300A (see FIG. 39 ) may correct an error, included in the first data DA1, by performing the ECC encoding operation and the ECC decoding operation.

The MAC arithmetic operation execution step 516A may be set as step of performing the MAC arithmetic operation on the first data DA1 error-corrected in the ECC logic circuit 300A (see FIG. 39 ) and outputting MAC calculation result data to the PIM controller 20 (see FIG. 1 ). The MAC arithmetic operation execution step 516A may be set as step of performing the MAC arithmetic operation on the first data DA1_NEW having a storage location which is changed at the first data DA1_NEW copy step 519A and outputting MAC calculation result data to the PIM controller 20 (see FIG. 1 ). After the MAC calculation result data is output at the MAC arithmetic operation execution step 516A, the process may proceed to the operation end step 517A.

The operation end step 517A may be set as a case where the memory mode operation step 513A at which the memory read operation or the memory write operation is performed in the PIM device 100A (see FIG. 39 ) is ended. The operation end step 517A may be set as a case where the MAC arithmetic operation execution step 516A at which the MAC arithmetic operation is performed in the PIM device 100A (see FIG. 39 ) is ended. When the memory mode operation step 513A and the MAC arithmetic operation execution step 516A are ended at the operation end step 517A, the process may proceed to the command and address input step 511A.

The error accumulation signal output step 518A may be set as step of outputting, to the PIM controller 20 (see FIG. 1 ), the error accumulation signal EC_ACC<1:N> (see FIG. 39 ) which is sequentially counted when the number of erroneous bits included in the first data DA1 exceeds the error correction capability (YES) at the error correction capability detection step 514A. At the error accumulation signal output step 518A, the PIM controller 20 (see FIG. 1 ) may receive the error accumulation signal EC_ACC<1:N> (see FIG. 39 ), may detect that the number of erroneous bits included in the first data DA1 exceeds the error correction capability, and may enter the first data DA1_NEW copy step 519A.

The first data DA1_NEW copy step 519A may be set as an operation of copying error-free first data DA1_NEW from an external storage device (not illustrated) by the PIM controller 20 (see FIG. 1 ). The PIM controller 20 (see FIG. 1 ) may access a memory by copying data from the external storage device (not illustrated) in a direct memory access (DMA) control scheme. The external storage device (not illustrated) may be a hard disk or a solid state drive (SSD).

The first data DA1_NEW storage step 520A may be set as an operation of storing the first data DA1_NEW, copied at the first data DA1_NEW copy step 519A, in a new location. At the first data DA1_NEW storage step 520A, the PIM controller 20 (see FIG. 1 ) may store the first data DA1_NEW in the new location other than a location where the error-including first data DA1 is stored, and then, the process may proceed to the MAC arithmetic operation execution step 516A.

The PIM controller 20 (see FIG. 1 ) or the host may include a circuit which receives the error accumulation signal EC_ACC<1:N> (see FIG. 39 ) and executes an instruction for controlling an operation of changing a storage location of the first data DA1_NEW.

The command and address input step 511A, the first data DA1_NEW copy step 519A and the first data DA1_NEW storage step 520A illustrated in FIG. 41 may be set as operations performed by the PIM controller 20 (see FIG. 1 ). The MAC arithmetic operation detection step 512A, the memory mode operation step 513A, the error correction capability detection step 514A, the error correction step 515A, the MAC arithmetic operation execution step 516A, the operation end step 517A and the error accumulation signal output step 518A illustrated in FIG. 41 may be set as operations performed by the PIM device 100A (see FIG. 39 ).

FIG. 42 is a flowchart illustrating a method of performing a MAC arithmetic operation of a PIM device according to an embodiment of the present disclosure.

The method of performing a MAC arithmetic operation of a PIM device may include command and address input step 611A, MAC arithmetic operation detection step 612A, memory mode operation step 613A, first error correction capability detection step 614A, error information storage step 615A, error correction step 616A, MAC arithmetic operation execution step 617A, operation end step 618A, MAC arithmetic operation end detection step 619A, MAC calculation result data and error information read step 620A, second error correction capability detection step 621A, first data DA1_NEW copy step 622A, and first data DA1_NEW storage step 623A.

The command and address input step 611A may be set as step of inputting the command CMD and the address ADD to the PIM device 100A (see FIG. 39 ) from the PIM controller 20 (see FIG. 1 ).

The MAC arithmetic operation detection step 612A may be set as step of determining whether the command CMD has a logic level combination for performing the MAC arithmetic operation. When it is determined at the MAC arithmetic operation detection step 612A that the command CMD has a logic level combination for performing the MAC arithmetic operation (YES), the PIM device 100A (see FIG. 39 ) may enter the first error correction capability detection step 614A. When it is determined at the MAC arithmetic operation detection step 612A that the command CMD does not have a logic level combination for performing the MAC arithmetic operation (NO), the PIM device 100A (see FIG. 39 ) may enter the memory mode operation step 613A.

The memory mode operation step 613A may be set as step of performing the same operation as a general memory device. At the memory mode operation step 613A, the PIM device 100A (see FIG. 39 ) may perform a memory read operation and a memory write operation. After the memory read operation and the memory write operation are performed at the memory mode operation step 613A, the process may proceed to the operation end step 618A.

The first error correction capability detection step 614A may be set as step of detecting error correction capability for the first data DA1 when the command CMD has a logic level combination for performing the MAC arithmetic operation (YES). When it is detected at the first error correction capability detection step 614A that the number of erroneous bits included in the first data DA1 exceeds the error correction capability (YES), the process may proceed to the error information storage step 615A. When it is detected at the first error correction capability detection step 614A that the number of erroneous bits included in the first data DA1 exceeds the error correction capability (YES), the ECC logic circuit 300A (see FIG. 39 ) may generate the error correction fail signal ECF. At the first error correction capability detection step 614A, the error accumulation detection circuit 400A (see FIG. 39 ) may generate the error accumulation signal EC_ACC<1:N> which is counted by the error correction fail signal ECF. When it is detected at the first error correction capability detection step 614A that the number of erroneous bits included in the first data DA1 is equal to or less than the error correction capability (NO), the process may proceed to the error correction step 616A. The first data DA1 may be set as weight data.

The error information storage step 615A may be set as step of storing error information on the error-including first data DA1. The error information may include location information of the error-including first data DA1 and the error accumulation signal EC_ACC<1:N>. The location information of the first data DA1 may be set as the address ADDR (see FIG. 1 ). At the error information storage step 615A, the address ADDR (see FIG. 1 ) for the error-including first data DA1 may be stored in the first storage region 200A (see FIG. 39 ). At the error information storage step 615A, the error accumulation signal EC_ACC<1:N> may be stored in the first storage region 200A (see FIG. 39 ).

The error correction step 616A may be set as step of correcting an error, included in the first data DA1, in the ECC logic circuit 300A (see FIG. 39 ) when the number of erroneous bits included in the first data DA1 is equal to or less than the error correction capability (NO). At the error correction step 616A, the ECC logic circuit 300A (see FIG. 39 ) may correct an error, included in the first data DA1, by performing the ECC encoding operation and the ECC decoding operation.

The MAC arithmetic operation execution step 617A may be set as step of generating MAC calculation result data by performing the MAC arithmetic operation for the first data DA1 regardless of whether an error has occurred in the first data DA1. After the MAC calculation result data is generated at the MAC arithmetic operation execution step 617A, the process may proceed to the operation end step 618A.

The operation end step 618A may be set as a case where the memory mode operation step 613A at which the memory read operation or the memory write operation is performed in the PIM device 100A (see FIG. 39 ) is ended. The operation end step 618A may be set as a case where the MAC arithmetic operation execution step 617A at which the MAC arithmetic operation is performed in the PIM device 100A (see FIG. 39 ) is ended. When the memory mode operation step 613A and the MAC arithmetic operation execution step 617A are ended at the operation end step 618A, the process may proceed to the MAC arithmetic operation end detection step 619A.

The MAC arithmetic operation end detection step 619A may be set as an operation of detecting whether the MAC arithmetic operation is iteratively performed by a predetermined number of times. When it is detected at the MAC arithmetic operation end detection step 619A that the MAC arithmetic operation is iteratively performed by the predetermined number of times (YES), the process may proceed to the MAC calculation result data and error information read step 620A. When it is detected at the MAC arithmetic operation end detection step 619A that the MAC arithmetic operation is not iteratively performed by the predetermined number of times (NO), the process may proceed to the command and address input step 611A. The word “predetermined” as used herein with respect to a parameter, such as a predetermined number of times, means that a value for the parameter is determined prior to the parameter being used in a process or algorithm. For some embodiments, the value for the parameter is determined before the process or algorithm begins. In other embodiments, the value for the parameter is determined during the process or algorithm but before the parameter is used in the process or algorithm.

The MAC calculation result data and error information read step 620A may be set as step of outputting the MAC calculation result data and the error information, stored at the error information storage step 615A, to the PIM controller 20 (see FIG. 1 ). The MAC calculation result data may include an error, and may be output to the PIM controller 20 (see FIG. 1 ) regardless of whether an error has occurred or not. At the MAC calculation result data and error information read step 620A, the PIM controller 20 (see FIG. 1 ) may receive the address ADDR for the error-including first data DA1 and the error accumulation signal EC_ACC<1:N>.

The second error correction capability detection step 621A may be set as step of detecting whether an error has occurred in the MAC calculation result data, based on the address ADDR for the error-including first data DA1 and the error accumulation signal EC_ACC<1:N> in the MAC calculation result data output at the MAC calculation result data and error information read step 620A. When it is detected at the second error correction capability detection step 621A that an error is included in the MAC calculation result data (YES), the process may proceed to the first data DA1_NEW copy step 622A. When it is detected at the second error correction capability detection step 621A that no error is included in the MAC calculation result data (NO), the process may proceed to the command and address input step 611A.

The first data DA1_NEW copy step 622A may be set as an operation of copying error-free first data DA1_NEW from an external storage device (not illustrated) by the PIM controller 20 (see FIG. 1 ). The PIM controller 20 (see FIG. 1 ) may access a memory by copying data from the external storage device (not illustrated) in a direct memory access (DMA) control scheme. The external storage device (not illustrated) may be a hard disk or an SSD.

The first data DA1_NEW storage step 623A may be set as an operation of storing the first data DA1_NEW, copied at the first data DA1_NEW copy step 622A, in a new location. At the first data DA1_NEW storage step 623A, the PIM controller 20 (see FIG. 1 ) may store the first data DA1_NEW in the new location other than a location where the error-including first data DA1 is stored, and then, the process may proceed to the MAC arithmetic operation execution step 617A.

The PIM controller 20 (see FIG. 1 ) or the host may include a circuit which receives the error information and the error accumulation signal EC_ACC<1:N> (see FIG. 39 ) and executes an instruction for controlling an operation of changing a storage location of the first data DA1_NEW.

The command and address input step 611A, the MAC arithmetic operation end detection step 619A, the MAC calculation result data and error information read step 620A, the second error correction capability detection step 621A, the first data DA1_NEW copy step 622A and the first data DA1_NEW storage step 623A illustrated in FIG. 42 may be set as operations performed by the PIM controller 20 (see FIG. 1 ). The MAC arithmetic operation detection step 612A, the memory mode operation step 613A, the first error correction capability detection step 614A, the error information storage step 615A, the error correction step 616A, the MAC arithmetic operation execution step 617A and the operation end step 618A illustrated in FIG. 42 may be set as operations performed by the PIM device 100A (see FIG. 39 ).

FIG. 43 is a flowchart illustrating a method of performing a MAC arithmetic operation of a PIM device according to an embodiment of the present disclosure.

The method of performing a MAC arithmetic operation of a PIM device may include command and address input step 711A, MAC arithmetic operation detection step 712A, memory mode operation step 713A, first error correction capability detection step 714A, error information storage step 715A, error correction step 716A, MAC arithmetic operation execution step 717A, operation end step 718A, MAC arithmetic operation end detection step 719A, error information read step 720A, second error correction capability detection step 721A, MAC calculation result data read step 722A, first data DA1_NEW copy step 723A, and first data DA1_NEW storage step 724A.

The command and address input step 711A may be set as step of inputting the command CMD and the address ADD to the PIM device 100A (see FIG. 39 ) from the PIM controller 20 (see FIG. 1 ).

The MAC arithmetic operation detection step 712A may be set as step of determining whether the command CMD has a logic level combination for performing the MAC arithmetic operation. When it is determined at the MAC arithmetic operation detection step 712A that the command CMD has a logic level combination for performing the MAC arithmetic operation (YES), the PIM device 100A (see FIG. 39 ) may enter the first error correction capability detection step 714A. When it is determined at the MAC arithmetic operation detection step 712A that the command CMD does not have a logic level combination for performing the MAC arithmetic operation (NO), the PIM device 100A (see FIG. 39 ) may enter the memory mode operation step 713A.

The memory mode operation step 713A may be set as step of performing the same operation as a general memory device. At the memory mode operation step 713A, the PIM device 100A (see FIG. 39 ) may perform a memory read operation and a memory write operation. After the memory read operation and the memory write operation are performed at the memory mode operation step 713A, the process may proceed to the operation end step 718A.

The first error correction capability detection step 714A may be set as step of detecting error correction capability for the first data DA1 when the command CMD has a logic level combination for performing the MAC arithmetic operation (YES). When it is detected at the first error correction capability detection step 714A that the number of erroneous bits included in the first data DA1 exceeds the error correction capability (YES), the process may proceed to the error information storage step 715A. When it is detected at the first error correction capability detection step 714A that the number of erroneous bits included in the first data DA1 exceeds the error correction capability (YES), the ECC logic circuit 300A (see FIG. 39 ) may generate the error correction fail signal ECF. At the first error correction capability detection step 714A, the error accumulation detection circuit 400A (see FIG. 39 ) may generate the error accumulation signal EC_ACC<1:N> which is counted by the error correction fail signal ECF. When it is detected at the first error correction capability detection step 714A that the number of erroneous bits included in the first data DA1 is equal to or less than the error correction capability (NO), the process may proceed to the error correction step 716A. The first data DA1 may be set as weight data.

The error information storage step 715A may be set as step of storing error information on the error-including first data DA1. The error information may include location information of the error-including first data DA1 and the error accumulation signal EC_ACC<1:N>. The location information of the first data DA1 may be set as the address ADDR (see FIG. 1 ). At the error information storage step 715A, the address ADDR (see FIG. 1 ) for the error-including first data DA1 may be stored in the first storage region 200A (see FIG. 39 ). At the error information storage step 715A, the error accumulation signal EC_ACC<1:N> may be stored in the first storage region 200A (see FIG. 39 ).

The error correction step 716A may be set as step of correcting an error, included in the first data DA1, in the ECC logic circuit 300A (see FIG. 39 ) when the number of erroneous bits included in the first data DA1 is equal to or less than the error correction capability. At the error correction step 716A, the ECC logic circuit 300A (see FIG. 39 ) may correct an error, included in the first data DA1, by performing the ECC encoding operation and the ECC decoding operation.

The MAC arithmetic operation execution step 717A may be set as step of generating MAC calculation result data by performing the MAC arithmetic operation for the first data DA1 regardless of whether an error has occurred in the first data DA1. After the MAC calculation result data is generated at the MAC arithmetic operation execution step 717A, the process may proceed to the operation end step 718A.

The operation end step 718A may be set as a case where the memory mode operation step 713A at which the memory read operation or the memory write operation is performed in the PIM device 100A (see FIG. 39 ) is ended. The operation end step 718A may be set as a case where the MAC arithmetic operation execution step 717A at which the MAC arithmetic operation is performed in the PIM device 100A (see FIG. 39 ) is ended. When the memory mode operation step 713A and the MAC arithmetic operation execution step 717A are ended at the operation end step 718A, the process may proceed to the MAC arithmetic operation end detection step 719A.

The MAC arithmetic operation end detection step 719A may be set as an operation of detecting whether the MAC arithmetic operation is iteratively performed by a predetermined number of times. When it is detected at the MAC arithmetic operation end detection step 719A that the MAC arithmetic operation is iteratively performed by the predetermined number of times (YES), the process may proceed to the error information read step 720A. When it is detected at the MAC arithmetic operation end detection step 719A that the MAC arithmetic operation is not iteratively performed by the predetermined number of times (NO), the process may proceed to the command and address input step 711A.

The error information read step 720A may be set as step of outputting the error information, stored at the error information storage step 715A, to the PIM controller 20 (see FIG. 1 ). At the error information read step 720A, the PIM controller 20 (see FIG. 1 ) may receive the address ADDR for the error-including first data DA1 and the error accumulation signal EC_ACC<1:N>.

The second error correction capability detection step 721A may be set as step of detecting whether an error has occurred in the MAC calculation result data, based on the address ADDR for the error-including first data DA1 and the error accumulation signal EC_ACC<1:N> in the MAC calculation result data output at the error information read step 720A. When it is detected at the second error correction capability detection step 721A that an error is included in the MAC calculation result data (YES), the process may proceed to the first data DA1_NEW copy step 723A. When it is detected at the second error correction capability detection step 721A that no error is included in the MAC calculation result data (NO), the process may proceed to the MAC calculation result data read step 722A.

The MAC calculation result data read step 722A may be set as step of outputting the MAC calculation result data to the PIM controller 20 (see FIG. 1 ). After the MAC calculation result data read step 722A is performed, the process may proceed to the command and address input step 711A.

The first data DA1_NEW copy step 723A may be set as an operation of copying error-free first data DA1_NEW from an external storage device (not illustrated) by the PIM controller 20 (see FIG. 1 ). The PIM controller 20 (see FIG. 1 ) may access a memory by copying data from the external storage device (not illustrated) in a direct memory access (DMA) control scheme. The external storage device (not illustrated) may be a hard disk or an SSD.

The first data DA1_NEW storage step 724A may be set as an operation of storing the first data DA1_NEW, copied at the first data DA1_NEW copy step 723A, in a new location. At the first data DA1_NEW storage step 724A, the PIM controller 20 (see FIG. 1 ) may store the first data DA1_NEW in the new location other than a location where the error-including first data DA1 is stored, and then, the process may proceed to the MAC arithmetic operation execution step 717A.

The PIM controller 20 (see FIG. 1 ) or the host may include a circuit which receives the error information and the error accumulation signal EC_ACC<1:N> (see FIG. 39 ) and executes an instruction for controlling an operation of changing a storage location of the first data DA1_NEW.

The command and address input step 711A, the MAC arithmetic operation end detection step 719A, the error information read step 720A, the second error correction capability detection step 721A, the MAC calculation result data read step 722A, the first data DA1_NEW copy step 723A and the first data DA1_NEW storage step 724A illustrated in FIG. 43 may be set as operations performed by the PIM controller 20 (see FIG. 1 ). The MAC arithmetic operation detection step 712A, the memory mode operation step 713A, the first error correction capability detection step 714A, the error information storage step 715A, the error correction step 716A, the MAC arithmetic operation execution step 717A and the operation end step 718A illustrated in FIG. 43 may be set as operations performed by the PIM device 100A (see FIG. 39 ). 

What is claimed is:
 1. A method of performing a multiplication and accumulation (MAC) arithmetic operation, comprising: detecting error correction capability for first data when a command has a logic level combination for performing the MAC arithmetic operation; correcting an error, included in the first data, when the number of erroneous bits included in the first data is equal to or less than the error correction capability; and outputting, to a processing-in-memory (PIM) controller, MAC calculation result data generated by performing the MAC arithmetic operation on the error-corrected first data, wherein an error accumulation signal which is counted when the number of erroneous bits included in the first data exceeds the error correction capability.
 2. The method according to claim 1, wherein the error correction capability is set to a maximum number of erroneous bits which can be corrected by performing an error correction operation among bits included in the first data.
 3. The method according to claim 1, further comprising: outputting, to the PIM controller, the error accumulation signal which is counted when the number of erroneous bits included in the first data exceeds the error correction capability; copying second data when the number of erroneous bits included in the first data exceeds the error correction capability; and storing the second data in another location other than a location where the error-including first data is stored.
 4. The method according to claim 3, wherein the second data is weight data which is input from an outside and has no error.
 5. The method according to claim 3, wherein the outputting of the MAC calculation result comprises outputting, to the PIM controller, the MAC calculation result data generated by performing the MAC arithmetic operation on the second data stored when the storing of the second data in another location other than the location where the error-including the first data is stored.
 6. The method according to claim 3, wherein the detection of the error correction capability for the first data, the correction of the error included in the first data, and the outputting to the PIM controller the MAC calculation result data are performed in a PIM device, and the copying of the second data and the storing of the second data are performed in the PIM controller.
 7. A method of performing a multiplication and accumulation (MAC) arithmetic operation, comprising: detecting error correction capability for first data when a command has a logic level combination for performing the MAC arithmetic operation; storing error information on the first data when the number of erroneous bits included in the first data exceeds the error correction capability; and generating MAC calculation result data by performing the MAC arithmetic operation for the first data regardless of whether an error has occurred in the first data, wherein an error accumulation signal which is counted when the number of erroneous bits included in the first data exceeds the error correction capability.
 8. The method according to claim 7, wherein the error correction capability is set to a maximum number of erroneous bits which can be corrected by performing an error correction operation among bits included in the first data.
 9. The method according to claim 7, wherein the error information includes information on a location where the first data exceeding the error correction capability is stored.
 10. The method according to claim 7, further comprising: detecting whether the MAC arithmetic operation is iteratively performed by a predetermined number of times; outputting, to a PIM controller, the MAC calculation result data and the error information when the MAC arithmetic operation is iteratively performed by the predetermined number of times; detecting whether an error has occurred in the MAC calculation result data, based on the error information; copying second data when an error is included in the MAC calculation result data; and storing the second data in another location other than a location where the error-including first data is stored.
 11. The method according to claim 10, wherein the second data is weight data which is input from an outside and has no error.
 12. The method according to claim 10, wherein the MAC calculation result data is generated by performing the MAC arithmetic operation on the second data stored.
 13. The method according to claim 10, wherein the detection of the error correction capability for the first data, the storing of the error information on the first data, and the generating of the MAC calculation result data are performed in a PIM device, and wherein the detection of whether the MAC arithmetic operation is iteratively performed, the output, to the PIM controller, of the MAC calculation result data and the error information, the detection of whether the error has occurred int eh MAC calculation result data, the copying of the second data, and the storing of the second data in the another location are performed in the PIM controller.
 14. The method according to claim 7, further comprising: detecting whether the MAC arithmetic operation is iteratively performed by a predetermined number of times; outputting, to a PIM controller, the error information when the MAC arithmetic operation is iteratively performed by the predetermined number of times; detecting whether an error has occurred in the MAC calculation result data, based on the error information; copying second data when an error is included in the MAC calculation result data; and storing the second data in another location other than a location where the error-including first data is stored.
 15. The method according to claim 14, further comprising: outputting the MAC calculation result data to the PIM controller when the MAC calculation result data has no error based on the error information.
 16. The method according to claim 15, wherein the detection of whether the MAC arithmetic operation is iteratively performed, the outputting, to the PIM controller, the error information, the detection of whether the error has occurred in the MAC calculation result data, the copying of the second data, the storing of the second data in the another location, and the outputting of the MAC calculation result data to the PIM controller are performed in the PIM controller. 